{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "#数据集 鸢尾花 150，80%作为训练集，其他作为测试集\n",
    "#网络结构，一个输入层，两个中间层，一个输出层\n",
    "#神经元个数 4 输入层 25中间层  3 个输出层\n",
    "#输出层激活函数 softmax\n",
    "#中间层激活函数 relu\n",
    "#损失函数 交叉熵误差\n",
    "#批次尺寸 8\n",
    "#1.获取数据集（标准化/独热编码/切分训练集测试集）\n",
    "import matplotlib.pyplot as plt  \n",
    "import numpy as np \n",
    "import pandas as pd\n",
    "from sklearn.datasets import load_iris   #导入数据集iris\n",
    "from sklearn.model_selection import train_test_split\n",
    "iris = load_iris()  #载入数据集\n",
    "# print(iris.data)\n",
    "data=np.array(iris.data)\n",
    "data=data.astype(float)\n",
    "labels=[0,1,2]\n",
    "labels=np.array(labels)\n",
    "# def stardardize(x): \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt  \n",
    "import numpy as np \n",
    "import pandas as pd\n",
    "from sklearn.datasets import load_iris   #导入数据集iris\n",
    "from sklearn import datasets\n",
    "iris_data=datasets.load_iris()\n",
    "input_data=iris_data.data\n",
    "correct = iris_data.target \n",
    "n_data=len(correct) #样本数量\n",
    "#对输入数据进行标准化处理\n",
    "ave_input=np.average(input_data,axis=0)\n",
    "std_input=np.std(input_data,axis=0)\n",
    "input_data=(input_data-ave_input)/std_input\n",
    "#将正确答案转换成独热编码格式\n",
    "correct_data=np.zeros((n_data,3))\n",
    "for i in range(n_data):\n",
    "    correct_data[i,correct[i]] = 1.0\n",
    "\n",
    "#分割测试集与训练集\n",
    "index=np.arange(n_data)\n",
    "index_train=index[index%2==0]\n",
    "index_test=index[index%2!=0]\n",
    "input_train=input_data[index_train,:]\n",
    "input_test=input_data[index_test,:]\n",
    "correct_train=correct_data[index_train,:]\n",
    "correct_test=correct_data[index_test,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "# correct[10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "# correct_data2=np.zeros((n_data,3))\n",
    "# correct_data2[10,correct[10]]=1.0\n",
    "# correct_data2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
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     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "correct_data[]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "#2.实现各个网络层(class)\n",
    "n_in=4\n",
    "n_mid=20\n",
    "n_out=3\n",
    "wb_width=0.01\n",
    "eta=0.01\n",
    "\n",
    "n_train=input_train.shape[0]\n",
    "n_test=input_test.shape[0]\n",
    "class Baselayer:\n",
    "    def __init__(self,n_upper,n):\n",
    "        self.w=wb_width*np.random.randn(n_upper,n)#权重矩阵\n",
    "        self.b=wb_width*np.random.randn(n)  #偏置（向量）\n",
    "    def update(self,eta):\n",
    "        self.w -= eta * self.grad_w\n",
    "        self.b -= eta * self.grad_b\n",
    "class MiddleLayer(Baselayer):\n",
    "    def forward(self,x):\n",
    "        self.x = x\n",
    "        self.u = np.dot(x,self.w) + self.b\n",
    "        self.y = np.where(self.u<0,0,self.u)\n",
    "    def backward(self,grad_y):\n",
    "        delta=grad_y * np.where(self.u<=0,0,self.u)\n",
    "        self.grad_w=np.dot(self.x.T,delta)#sef.x.T转置 #对权重求梯度\n",
    "        self.grad_b=np.sum(delta,axis=0)#对b求梯度\n",
    "        self.grad_x=np.dot(delta,self.w.T)\n",
    "class Outputlayer(Baselayer):\n",
    "    def forward(self,x):#前向过程wb已经知道了，现在知道x就可以计算了\n",
    "        self.x=x#知道x了，接收到了\n",
    "        u=np.dot(x,self.w)+self.b\n",
    "        self.y=np.exp(u)/np.sum(np.exp(u),axis=1,keepdims=True)#keepdims=True维度不变\n",
    "        #softmax()函数\n",
    "        \n",
    "    #反向计算、反向传播\n",
    "    def backward(self,t):\n",
    "        delta=self.y-t#delta偏导 #交叉熵误差\n",
    "        self.grad_w=np.dot(self.x.T,delta)#sef.x.T转置 #对权重求梯度\n",
    "        self.grad_b=np.sum(delta,axis=0)#对b求梯度\n",
    "        self.grad_x=np.dot(delta,self.w.T)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
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       "        -2.62386821e-01],\n",
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       "         1.32509732e-01],\n",
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       "         2.64141916e-01],\n",
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       "         2.64141916e-01],\n",
       "       [-2.94841818e-01, -3.62176246e-01, -8.98031345e-02,\n",
       "         1.32509732e-01],\n",
       "       [ 1.03800476e+00,  9.82172869e-02,  3.64896281e-01,\n",
       "         2.64141916e-01],\n",
       "       [-2.94841818e-01, -1.31979479e-01,  4.21733708e-01,\n",
       "         3.95774101e-01],\n",
       "       [-5.25060772e-02, -8.22569778e-01,  1.94384000e-01,\n",
       "        -2.62386821e-01],\n",
       "       [ 4.32165405e-01, -1.97355361e+00,  4.21733708e-01,\n",
       "         3.95774101e-01],\n",
       "       [-2.94841818e-01, -1.28296331e+00,  8.07091462e-02,\n",
       "        -1.30754636e-01],\n",
       "       [ 6.86617933e-02,  3.28414053e-01,  5.92245988e-01,\n",
       "         7.90670654e-01],\n",
       "       [ 3.10997534e-01, -5.92373012e-01,  1.37546573e-01,\n",
       "         1.32509732e-01],\n",
       "       [ 5.53333275e-01, -1.28296331e+00,  6.49083415e-01,\n",
       "         3.95774101e-01],\n",
       "       [ 3.10997534e-01, -5.92373012e-01,  5.35408562e-01,\n",
       "         8.77547895e-04],\n",
       "       [ 6.74501145e-01, -3.62176246e-01,  3.08058854e-01,\n",
       "         1.32509732e-01],\n",
       "       [ 9.16836886e-01, -1.31979479e-01,  3.64896281e-01,\n",
       "         2.64141916e-01],\n",
       "       [ 1.15917263e+00, -5.92373012e-01,  5.92245988e-01,\n",
       "         2.64141916e-01],\n",
       "       [ 1.03800476e+00, -1.31979479e-01,  7.05920842e-01,\n",
       "         6.59038469e-01],\n",
       "       [ 1.89829664e-01, -3.62176246e-01,  4.21733708e-01,\n",
       "         3.95774101e-01],\n",
       "       [-1.73673948e-01, -1.05276654e+00, -1.46640561e-01,\n",
       "        -2.62386821e-01],\n",
       "       [-4.16009689e-01, -1.51316008e+00,  2.38717193e-02,\n",
       "        -1.30754636e-01],\n",
       "       [-4.16009689e-01, -1.51316008e+00, -3.29657076e-02,\n",
       "        -2.62386821e-01],\n",
       "       [-5.25060772e-02, -8.22569778e-01,  8.07091462e-02,\n",
       "         8.77547895e-04],\n",
       "       [ 1.89829664e-01, -8.22569778e-01,  7.62758269e-01,\n",
       "         5.27406285e-01],\n",
       "       [-5.37177559e-01, -1.31979479e-01,  4.21733708e-01,\n",
       "         3.95774101e-01],\n",
       "       [ 1.89829664e-01,  7.88807586e-01,  4.21733708e-01,\n",
       "         5.27406285e-01],\n",
       "       [ 1.03800476e+00,  9.82172869e-02,  5.35408562e-01,\n",
       "         3.95774101e-01],\n",
       "       [ 5.53333275e-01, -1.74335684e+00,  3.64896281e-01,\n",
       "         1.32509732e-01],\n",
       "       [-2.94841818e-01, -1.31979479e-01,  1.94384000e-01,\n",
       "         1.32509732e-01],\n",
       "       [-4.16009689e-01, -1.28296331e+00,  1.37546573e-01,\n",
       "         1.32509732e-01],\n",
       "       [-4.16009689e-01, -1.05276654e+00,  3.64896281e-01,\n",
       "         8.77547895e-04],\n",
       "       [ 3.10997534e-01, -1.31979479e-01,  4.78571135e-01,\n",
       "         2.64141916e-01],\n",
       "       [-5.25060772e-02, -1.05276654e+00,  1.37546573e-01,\n",
       "         8.77547895e-04],\n",
       "       [-1.02184904e+00, -1.74335684e+00, -2.60315415e-01,\n",
       "        -2.62386821e-01],\n",
       "       [-2.94841818e-01, -8.22569778e-01,  2.51221427e-01,\n",
       "         1.32509732e-01],\n",
       "       [-1.73673948e-01, -1.31979479e-01,  2.51221427e-01,\n",
       "         8.77547895e-04],\n",
       "       [-1.73673948e-01, -3.62176246e-01,  2.51221427e-01,\n",
       "         1.32509732e-01],\n",
       "       [ 4.32165405e-01, -3.62176246e-01,  3.08058854e-01,\n",
       "         1.32509732e-01],\n",
       "       [-9.00681170e-01, -1.28296331e+00, -4.30827696e-01,\n",
       "        -1.30754636e-01],\n",
       "       [-1.73673948e-01, -5.92373012e-01,  1.94384000e-01,\n",
       "         1.32509732e-01],\n",
       "       [ 5.53333275e-01,  5.58610819e-01,  1.27429511e+00,\n",
       "         1.71209594e+00],\n",
       "       [-5.25060772e-02, -8.22569778e-01,  7.62758269e-01,\n",
       "         9.22302838e-01],\n",
       "       [ 1.52267624e+00, -1.31979479e-01,  1.21745768e+00,\n",
       "         1.18556721e+00],\n",
       "       [ 5.53333275e-01, -3.62176246e-01,  1.04694540e+00,\n",
       "         7.90670654e-01],\n",
       "       [ 7.95669016e-01, -1.31979479e-01,  1.16062026e+00,\n",
       "         1.31719939e+00],\n",
       "       [ 2.12851559e+00, -1.31979479e-01,  1.61531967e+00,\n",
       "         1.18556721e+00],\n",
       "       [-1.14301691e+00, -1.28296331e+00,  4.21733708e-01,\n",
       "         6.59038469e-01],\n",
       "       [ 1.76501198e+00, -3.62176246e-01,  1.44480739e+00,\n",
       "         7.90670654e-01],\n",
       "       [ 1.03800476e+00, -1.28296331e+00,  1.16062026e+00,\n",
       "         7.90670654e-01],\n",
       "       [ 1.64384411e+00,  1.24920112e+00,  1.33113254e+00,\n",
       "         1.71209594e+00],\n",
       "       [ 7.95669016e-01,  3.28414053e-01,  7.62758269e-01,\n",
       "         1.05393502e+00],\n",
       "       [ 6.74501145e-01, -8.22569778e-01,  8.76433123e-01,\n",
       "         9.22302838e-01],\n",
       "       [ 1.15917263e+00, -1.31979479e-01,  9.90107977e-01,\n",
       "         1.18556721e+00],\n",
       "       [-1.73673948e-01, -1.28296331e+00,  7.05920842e-01,\n",
       "         1.05393502e+00],\n",
       "       [-5.25060772e-02, -5.92373012e-01,  7.62758269e-01,\n",
       "         1.58046376e+00],\n",
       "       [ 6.74501145e-01,  3.28414053e-01,  8.76433123e-01,\n",
       "         1.44883158e+00],\n",
       "       [ 7.95669016e-01, -1.31979479e-01,  9.90107977e-01,\n",
       "         7.90670654e-01],\n",
       "       [ 2.24968346e+00,  1.70959465e+00,  1.67215710e+00,\n",
       "         1.31719939e+00],\n",
       "       [ 2.24968346e+00, -1.05276654e+00,  1.78583195e+00,\n",
       "         1.44883158e+00],\n",
       "       [ 1.89829664e-01, -1.97355361e+00,  7.05920842e-01,\n",
       "         3.95774101e-01],\n",
       "       [ 1.28034050e+00,  3.28414053e-01,  1.10378283e+00,\n",
       "         1.44883158e+00],\n",
       "       [-2.94841818e-01, -5.92373012e-01,  6.49083415e-01,\n",
       "         1.05393502e+00],\n",
       "       [ 2.24968346e+00, -5.92373012e-01,  1.67215710e+00,\n",
       "         1.05393502e+00],\n",
       "       [ 5.53333275e-01, -8.22569778e-01,  6.49083415e-01,\n",
       "         7.90670654e-01],\n",
       "       [ 1.03800476e+00,  5.58610819e-01,  1.10378283e+00,\n",
       "         1.18556721e+00],\n",
       "       [ 1.64384411e+00,  3.28414053e-01,  1.27429511e+00,\n",
       "         7.90670654e-01],\n",
       "       [ 4.32165405e-01, -5.92373012e-01,  5.92245988e-01,\n",
       "         7.90670654e-01],\n",
       "       [ 3.10997534e-01, -1.31979479e-01,  6.49083415e-01,\n",
       "         7.90670654e-01],\n",
       "       [ 6.74501145e-01, -5.92373012e-01,  1.04694540e+00,\n",
       "         1.18556721e+00],\n",
       "       [ 1.64384411e+00, -1.31979479e-01,  1.16062026e+00,\n",
       "         5.27406285e-01],\n",
       "       [ 1.88617985e+00, -5.92373012e-01,  1.33113254e+00,\n",
       "         9.22302838e-01],\n",
       "       [ 2.49201920e+00,  1.70959465e+00,  1.50164482e+00,\n",
       "         1.05393502e+00],\n",
       "       [ 6.74501145e-01, -5.92373012e-01,  1.04694540e+00,\n",
       "         1.31719939e+00],\n",
       "       [ 5.53333275e-01, -5.92373012e-01,  7.62758269e-01,\n",
       "         3.95774101e-01],\n",
       "       [ 3.10997534e-01, -1.05276654e+00,  1.04694540e+00,\n",
       "         2.64141916e-01],\n",
       "       [ 2.24968346e+00, -1.31979479e-01,  1.33113254e+00,\n",
       "         1.44883158e+00],\n",
       "       [ 5.53333275e-01,  7.88807586e-01,  1.04694540e+00,\n",
       "         1.58046376e+00],\n",
       "       [ 6.74501145e-01,  9.82172869e-02,  9.90107977e-01,\n",
       "         7.90670654e-01],\n",
       "       [ 1.89829664e-01, -1.31979479e-01,  5.92245988e-01,\n",
       "         7.90670654e-01],\n",
       "       [ 1.28034050e+00,  9.82172869e-02,  9.33270550e-01,\n",
       "         1.18556721e+00],\n",
       "       [ 1.03800476e+00,  9.82172869e-02,  1.04694540e+00,\n",
       "         1.58046376e+00],\n",
       "       [ 1.28034050e+00,  9.82172869e-02,  7.62758269e-01,\n",
       "         1.44883158e+00],\n",
       "       [-5.25060772e-02, -8.22569778e-01,  7.62758269e-01,\n",
       "         9.22302838e-01],\n",
       "       [ 1.15917263e+00,  3.28414053e-01,  1.21745768e+00,\n",
       "         1.44883158e+00],\n",
       "       [ 1.03800476e+00,  5.58610819e-01,  1.10378283e+00,\n",
       "         1.71209594e+00],\n",
       "       [ 1.03800476e+00, -1.31979479e-01,  8.19595696e-01,\n",
       "         1.44883158e+00],\n",
       "       [ 5.53333275e-01, -1.28296331e+00,  7.05920842e-01,\n",
       "         9.22302838e-01],\n",
       "       [ 7.95669016e-01, -1.31979479e-01,  8.19595696e-01,\n",
       "         1.05393502e+00],\n",
       "       [ 4.32165405e-01,  7.88807586e-01,  9.33270550e-01,\n",
       "         1.44883158e+00],\n",
       "       [ 6.86617933e-02, -1.31979479e-01,  7.62758269e-01,\n",
       "         7.90670654e-01]])"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "input_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "#3.实现神经网络（实例化 计算 ）\n",
    "middleLayer_1=MiddleLayer(n_in,n_mid)\n",
    "middleLayer_2=MiddleLayer(n_mid,n_mid)\n",
    "\n",
    "outputLayer_1=Outputlayer(n_mid,n_out)\n",
    "\n",
    "def forward_propagation(x):\n",
    "    middleLayer_1.forward(x)\n",
    "    middleLayer_2.forward(middleLayer_1.y)\n",
    "    outputLayer_1.forward(middleLayer_2.y)\n",
    "\n",
    "def backward_propagation(t):\n",
    "    outputLayer_1.backward(t)\n",
    "    middleLayer_2.backward(outputLayer_1.grad_x)\n",
    "    middleLayer_1.backward(middleLayer_2.grad_x)\n",
    "    \n",
    "def update_wb():\n",
    "    middleLayer_1.update(eta)\n",
    "    middleLayer_2.update(eta)\n",
    "    outputLayer_1.update(eta)\n",
    "\n",
    "#计算交叉熵误差\n",
    "def  get_error(t,batch_size):\n",
    "    return - np.sum(t*np.log(outputLayer_1.y +1e-7))/batch_size\n",
    "\n",
    "train_error_x=[]\n",
    "train_error_y=[]\n",
    "test_error_x=[]\n",
    "test_error_y=[]\n",
    "# forward_propagation(input_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch:0/400 error_train:1.0986414391441155 error_test:1.098642415519253\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch:20/400 error_train:1.0986220919847531 error_test:1.098623077189703\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch:40/400 error_train:1.0986124684270688 error_test:1.0986134779819146\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch:60/400 error_train:1.098613300867519 error_test:1.0986143392897865\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch:80/400 error_train:1.0985991791287373 error_test:1.098600281936383\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch:100/400 error_train:1.0985969388518186 error_test:1.0985980836656044\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch:120/400 error_train:1.0985910297426973 error_test:1.0985922147857843\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch:140/400 error_train:1.098579918907069 error_test:1.0985811514267647\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch:160/400 error_train:1.0985769841594735 error_test:1.0985782672047375\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch:180/400 error_train:1.0985723506542235 error_test:1.0985736820367478\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch:200/400 error_train:1.0985767271700313 error_test:1.0985781115194198\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch:220/400 error_train:1.0985772860753173 error_test:1.0985787355970618\n"
     ]
    },
    {
     "data": {
      "image/png": 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t4SWH8jhi4/IRclLDpNv34J/rCY7C6wTsqYwpVW0wGIpHUTMIKKXuQQvK8LZbhx0r4MZCxzrtXcAlE4y5HR3+PNF8DgAnFTD1meN1ygik47j9JUMbOB03miW+wa5tB3Yys5Wh2cPniI0Yy8ZgMBQRk0FglnH5tWWTSuj1mMGqnHmxcQ+JjX/gwJzObQy2jRft7nPljGVjMBiKhxGbWWZIbHT6l4yz8C5eR2xcQ46z0uRhmM/ssNZQWQEjNgaDoZgYsZll3P4IMLQjP53UD3Fxyi7n99vst2sJqBTE5y87rD0s+7Q7t3Bq7BgMhsWHEZtZxhMYKTbZtBYbl2PZ5Pfb3GtvBUB17Z3rKQ6SyQyJzegUOwaDwTCbGLGZZfJik3XSv2Sd4mQup0qnctZsdkTPA2Cg9VU98IX/gbkoz9x3ZPA+2WFi47WMG81gMBQPIzazjC+oxSaf/iXrhBTnS0LvLTuH23KXseykc7CUMHBsN2STcOf18IcJA+lmj3s+A3e8T88tPWTNjE6xYzAYDLOJKZ42y/iCJQBYTvqXXFo/xN0+7UY7Un4G/5Wr5mcnL+XIE1XQsRcGjgHQ39tFtMjzy/S24u3YgWRT5BzLpl+FjNgYDIaiYsRmlvGHtGVjO1FolrNm4/bp/TeXb6zD7RI2LonyFLU09x8i3dOKHzh0tL3Im4Cgu7uDOjsHHTsHhbBHRahUJjeawWAoHkZsZplAWFs2ebHJZbSryhvQbrQzmis4o1nXX+711hJKvUB/x2GqAVe2+A/8QM4JXDjyAjmf3lLa7yqhkU4dhi3j5UA1GAyG14ZZs5llQsEQWeUezDWWDy/Or9kMJx2qJ5rrItV5AAB3tvi7+ENK36P/wHODlk3CFcWNvaAqiBoMhsWFEZtZJuRzk8SPZLX7zM5bNv7QmL65aAMuFO6jfwDAYzli09dSnMllU4PpaayjL2E5Qpjy6pUik4zTYDAUCyM2s4zX7SIxXGycB7ovMFZs3OW6ikJJ1wu6j5WAth3wrxth9/2zPjeV6gUgrbxEe1/BcoQw4y3V7UmzbmMwGIqDEZsikJLAoNiovNj4x7rRQlXLAShJHQXAbyWg95A+WYQw6EysB4Dn7NUE7Dje3n0A5PzlAKQT819fx2AwLE6M2BSBtASG0r9k9as/EB7Tr6yuecT7gEpy5KgWHmvXryDVN/4Neg7OqPBavL8LgD2iLSpv7AgAKlCm5+3kczMYDIbZxohNEUhLELeT/kXlUqSVF7/PPaZfbWU5Xapk8H1QJRno7QTAbaXhlV+Mf4PvXAmPfHHa80oNaMtGlekotGx/GwAS0tFxGWPZGAyGImHEpghk3YHB9C+SS5HCi98z9qteUhakVVUCEFMBvOQgpqtcH1bVZF+8c+zFcxkYaCXbMf2caulYNwD+Sm1RuRM6Cag7rN1oGbNmYzAYioQRmyKQdQXx2o4bzUqTxoeMs38l4HXT6aoBYL+qA8ATO0K/CvJbazNy8Hdjw5ET2hXWduTA9OflrNn4qpoACGa0+HgjVQDkUkZsDAZDcTBiUwRy7uBg+hfJpcmKd8K+sUAtAIdlCQD+eCv9hNkZ2qozMR9+akT/zIC2fALp6ZcmyCX1GlDUWSsqyWmxCZRqsbFSxo1mMBiKgxGbImB5gviVFhuXlSKNf8K+6bAWmd5QEwCh5FEGJEJ0/UXklIvc7gdG9I916TxqpbmuaRdesxN9ZJSb2tolpJWHkNKuvlCZtq5mLDY/+SC88suZjTUYDCcERmyKgO0J6cJouQzL4i/R5rjKxuNYzQX80jqTWIXOilaW6yDhirB17XKeU6tJ7fzNiP7xXr2o7yUHyZ7pTSzdSz9hGitC9KOj4zLKTTSq12xUegZutGQvvPQTOPDo9MdOl2MvwoHHin8fg8Ew6xixKQLKGyJABnb8L2W5Dn7hf8OEff316/lo9uOUVmp3mhublDvKtpWVPGZvItz9EvS3DvbP9LUP3cfJFl0ornQ/A4QoDXoZcMQmjY/ykhBp5R3M5zYtevYD0NrRNf2x0+Whm+HuPyv+fQwGw6xjxKYIWH69I1/d8xn200B7zbkT9r1kfQ1vPrWBpiW1g20Zb5SI38P+uqsQFLzww8FzuYEhsYl1Ti+tjSfTT1wiiAhx0WKTxUPY7yGOH8lM37JJHtPF37p6eqc9drqkYj1kkxPsPTIYDAsaIzZF4NX6q/l67mpS+Phy5i1cd+6KCfuuqI7wr+/cTDhaNtiW8+lcZWs3bOIJez25Z78/uD6j4p2D/WKdR6Y1L292gKRbl0DIv2bw4nW7iBNEZpAItP+IFpvBTaxFpK2jg1TcbDw1GI5HjNgUgVC0nC/l3smWxC3sqbmcc1dVTTkmEC4dPM5bRm86pYEf5y7A07sfDj0BgCvZxWG7GoBUz/TExp8bIO2ITNqjN5PmI+VSEsA9gxIHmY49el5W8cXGayX0WpjBYDjuMGJTBK7duozPXLGWutIAn7pszbh7bEYTjJQNvXHSxyyrDNG77DIAlBMC7U1106KqiakAub6j05pXwI6R9WqRyTiZnnM4YuMK4c4lpnU9AHevXrPxzIHYBKy4DozIZYp+L4PBMLuY4mlFIOhzc+NFq7jxolUFj4kEgzqtjWSRUPlg++u3riV9l5euoy0sAYLZHpK+pbRly5HY9AIEwnZ80EVnOa95yybjChLOTd+NVpI4DIB3DspKB5UjaJkYeCqKfj+DwTB7GMtmgRD2u4kRAMAzTGwu2VBHJ1EGurQVE871kvVX0C3leBPT2NiZS+Mng+3XIpN/tVxabLLu0FDWg0JJDwxuDC262NgWQfQ9Mkmz+dRgON4wYrNA8LhdJNBlCHyRob/aowEPPURxJ7vAylGiBsgFKhnwVhJNt8KR58C2p75Bsle/OutBBPRrTnyAFhvfdF1h3dqF1qvC+IstNsMi5dJxIzYGw/GGEZsFRFK02PhLKgfbRISYqxRfuhuS2oqwg5X0Bhooz3XAty6C3fdOee10p07cmS1pBMAV1NaT5bjRLE+IgBpnzaa/Fb59BQy0jb3mQb2O9LK9fDBjQrGwh2U3SCVM+LPBcLxhxGYBkXLpap6h0soR7QlvOaFsD1lnj40rUsXv6j/AJz1/AYDduWfKa6eP7QYgV+ZkfA6VAWC5tGVjeSPjR3q1PA2Hn4Ajz4xszyRwPfpFXrBX8LJ7DQHSY8cWSqoPnrh10vQ7yVjvsFsby2bRsfNu+MMP5nsWhiJixGYBkXbEJjJKbNL+CiJWL7FuHRDgKammobqcO2PrSSofhw5OXW4gfnQXOeWibMlqAPwRx7Jx1myUN4yfLFjZEeP6O/TG0f7RG0ifuAVv/Bj/kH0P4UgpHqyZR4ntvBt+/TnomvhzpGJD1owRm0XIM/8Pfv/v8z0LQxExYrOAyHpCDKggpeGRJaStQBUB0qTatHXiL6vnxotX8d8f2sYxVY7VO/V+m1znXlpUNcuq9VqN31kXsh3LBp9TSXRUFoH2o7pMdWfrwaHGZC/qd1/jUddWBurOpLrCCWiYwaZQgEy8b9x7DycV7x08zprs1IsOK5fBzszs98dwfFBUsRGRK0Vkl4jsEZGbxjkvIvI15/x2Edky1VgRqRCR+0Vkt/NaPuzcJhF5XER2iMiLIhIQkZCI3C0iO532m4v5mV8Lnf5l7FVLiAZHlSQIa0vH3fIkthL8NSvwe9yctbKSdqnEmxi7ngJAzwH42Y3w4k/w9h3gELUsrdDWUzCqxcZy6YzU4tebPbOjIr2Us1ZjD8vPxpO3Iul+bk6+mb94/Xpcfif1TWpmD4vdLdpiO9rZPWGfzLCS1ZaJRlt0HGrvITZg1uIWM0UTGxFxA7cAVwEbgHeJyIZR3a4CVjs/1wPfKGDsTcADSqnVwAPOe0TEA9wO3KCU2ghcCOR9Ql9SSq0DTgXOEZGrZv0DzwL31fwxH5C/w+0auQnUFdEZA4LHnqFFVVFdpsOWRYR+bzWh1Dhi070fbtkGz98OD/0TpclDdPoa8br1P3nIERvl1paN+PVmz1RsZDoYV8JZJ3IqiJJJoB6/hd+yleo1WzlnVRXi0wKWmqF7K1/aIJ2Y2LLJDQsKsGaSndqwoLFzafzTDb03HFcU07I5A9ijlNqnlMoAPwKuHtXnauB7SvMEUCYi9VOMvRq4zTm+DbjGOb4c2K6UegFAKdWllLKUUgml1INOWwZ4Dmgswud9zaysibKirnxMuy+qk3SWJA6zn/pB6wQgGaihNNc5dnH90BOQS/J42Ruhaw9BO0GipGnwdDQSpl+FyHr0tTxBbdmMjvTyp3QutkDKEZue/Ui6n//NbONTl60BwO1YNunEDN0gjvssN0nW6eEWlz2e2Cg17fo+hoWDy87hJwO2Nd9TMRSJYopNA3B42PsWp62QPpONrVVKHQVwXvPFYtYASkTuFZHnROSzoyckImXAG9EW0RhE5HoReUZEnunomH4lzNfKJy9bw09uOGtMe7B8qB5Oh28pfo978H0uVKdTuCRGpvjva3mZnHLx6WOXYaMtJVU+lBA0GvByXeZzPFl7LQDugLZs0qMSXYYy+rrhjBadTK92pzUuX8GmxjI91nHBZWa4lpLPNp2bxA2XD33OKjeMJ0o//RDcecOM7m+YfzzKCS4x6zaLlmKKzXgJwUb/6TlRn0LGjsYDnAu8x3l9s4hcMngj7Wb7IfA1pdS+8S6glPqmUup0pdTp1dXVU9yuOIyXRy1SUT94nBxmnQBQqjXY7hsZJDBwZCeHVA0XnrmF52wdgRaqWz143udxsce/HhXRVpM3qMXGv+ce+PpWHY5s20StHiwllNi9YGXpcgIGtp405BF1+7V1lEnOzL3lyur9PdYkDxqV6iej3PQRHj8Qof1laHtpRvc3zD9ulQNAzaDMheH4oJhi0wIsHfa+EWgtsM9kY9scVxvOa77ASwvwsFKqUymVAO4Btgy7xjeB3Uqpr870A80XFWXlpJQTNFA5Mt+ar1yLzUDHoRHt/r59HGAJH71oFT+yLuKgXUPl0tUj+tz2x2fwwXP1vhtfSK8Dle6/Gzpfhb0PQrIHDxZ7VAMuFMTaSfXoEOiy2qF/Hq/jgsslZ/ZXqcfJyWanJ0kEmokRI0gC/7ilEGI9bcS6p5eY1LBw8Cq9vDrTP1gMC59iis3TwGoRaRYRH3AtcNeoPncB73Oi0rYBfY5rbLKxdwHXOcfXAT93ju8FNjnRZx7gAuBlABH5e6AU+EQRPmfRqYj46UKLQWjJ2hHnwlX6oR8bLja2rQMC/EtZUhbkQOM1XJD5Kk3VZSPGbllWTk2JzscWCOvr+1LabZbZdR+2Uwl0h2oCINd/FKvvGP0qRFX50LV8Ab1mk5vhwr3HyTZtZyYWG8kMECdISoK4R4uNUvizfQSyvWbd5jjF7cTymHpFi5eiiY1SKgd8FC0CrwB3KKV2iMgNIpJ3rt8D7AP2AN8CPjLZWGfMzcBlIrIbuMx5j1KqB/gKWqieB55TSt0tIo3An6Oj2p4TkedF5EPF+tzFIORz00MpaeWlpmHliHNlNY1YSsh0D3Oj9bfgUxmSUW21XHvGMpoqQzSUj9y/M5xAuGzEe/vV+4l16WseC2mBG+g4jMSO0aaGRAqGXHDWTMpKo+vUAJP6693ZOAkJkXYFx5ZCSA/gJac3lqZ6ZzQHw/ziddxo6YQRm8VKUUsMKKXuQQvK8LZbhx0r4MZCxzrtXcAlY0eAUup2dPjz8LYWxl8DOm4QEbrc1UjOorkmOuJcfXkJHZSNWLOxO/bgAlxV2m32ttMaedtpkwfghcKRweNX7QbWpI6QeFXHUVi1J8MhiHcewZds54irgtW+oSCFQEiPndQNNgk+W49T2YlDXz3ZGAkJknMFCFkj76MSXYP/wCrWgQTHRvQZFjZex7Ix2SEWLyaDwHHCd6N/yifsT7CkdKR1UhXx0aKqaT7yC/jeNXD3p0n+4Q4AwkvWF3z9UMBHXOkNnt+yXg9Ayc7/AaC06VRtPfW2Ekp3MOAdmU4nENKWzUx3gAec/RWSnVisvFaCtDtMxhXCOyo7dbp/KHIw2TvBBlfDgsaDtmyyZs1m0WLE5jjBV7kUf+1qXKM2fHrcLv7e/0kernwHxNrhhR8RfvmHxFSAJY3LC75+yOsm7pQ4OFx+FrfnLsGb7iGh/KxZ3kgnpajeQ0RzXST9IyP1goEgWeVGzVRsnKJortzElo3PipN1h8l5gmM2/8V6h8Qm1j2J2Jg9HAsT28KDLpORM6mIFi2mUudxwt9efRKZ3Ph1a7yVTXzwYCnbVryf1WvdbG3/Kc+0xPlIdWTc/uPhcglJAvSoCG85/3T+8n+FbZ5XUcpmfX0pT9irOL/9EbzksMK1I8YGfW6S+JFJ3GATYuUIoPdYyCRiE7ATZP1hcHnGiE2yb7hlc0yv/XiC4Br2t9QLP4KffxRWXw5X/TOULcWwQLCGErhaKWPZLFaMZXOcUBsNjMgcMJx/u/ZU/vTClfQmsvzv9m4+evA8fuJ5A9Ul/mndI+aK8Iq9jAvW1fCWM1bx9tSfc6P6LNGgh+e9pxLMOdkFInUjxvk8LpL4YBI32IQMiyzzTFK8LWAnsLxhbG9o0BLKkxnmRsv1HYV/2wxPf2vkBQ48BuKCXXfDK6ODIifh4S/CbW8qvL9h2qjcUHmKmQaZGBY+xrJZBCwpC/KZK9bxmSvWkcpafP/xg/g8rnE3iE7GV/w30onwsxI/X3jDBp4+0I2NDlDoXXI+tOgHuLdsyZixKQKTWiYTYaUGyIcauEeLzdPfhkgtrH0dIVLY3gjicmlL6Fefg+bzYd3rycW6sJUQJ0C47WmIt+u9QsPoP/Qih2UVG9lBOtFPwTJ89HldDdVQNLKZNE7ucZTJe7doMWKzyAh43fzJ+Sum7jgOnZE1hCo8iAhBn5sfXb+NgZReuF2/cROHDlWzzNVBsGJ01iFIS2BsSHIBJGN95J19XmtU8bZHvgjlTdB0DgDKX8Kgfj55qy51ve71qHgXfYTpVWGWdv8BgCOtLUO5kZTC1/Mqz2TPZZXrVV49fIyTC5xfV8dRKjMDkEuDZ3qWoqEwcpnUkNiYdDWLFuNGMwzyj285mb+75qTB91URP81VesPmeauredTehK2E0pqx6x0Zlx/PDCyb/Ca+uPLjtYeJTTYJA0fJHnsFu30XAInIcvANrUP1dOvkEZLspluV0CvRwRxbwyPU6GshYCeIRVeTwD+tB1pmQOeEG517zjB75DJD/+7jZYcwLA6M2BgG2biklFU14wcVNFWG+HHkXXw0+7ER2QPyZFxB3KMtkwJIO4XTOlUpXjWstHTPAQC8mV4yex8GIFm+drB2DkBvlxYbb7qHAVcJMffQvPyZ3qFrtb8CgLt2PQkCyCSZCkYTctapcgNzn5j1RCGbGfp3nyz83XB8M6XYOKlkTOjOCY6IsH7NOu6xt1ETHetOyroCeMerR9JzcEyp6RHjnNIB3VJGYJhlk+kYypWqXrqTmApQvmQlrnx2auXFn9NWkS/bS9xdStJXMTgmmOsdPI63vAhAeOnJpMSPq1B3n1JEbMfy6m2forNhpuSyQ2IzJhWRYdEwpdg4u/x/VvypGBY6H714Ff927WZCvrFLfZY7gM8eZdnEO3UG6SdvHdM/T74C54CnHD9DD52+1qEF/mD3K+xWjaytL6O//mz+KfsufmmfSdDSQhXK9ZHylJLxa7FJKh8lVt9gnrR4y0u0qTKaGhtIy6h0N9+5Eh6/ZfzJpfpwO/s/EkZsisZwN9pM1v0MxweFutGeEJGtRZ2JYcHTUBbk6s1jgwMAcu7QyDUXgH0PgZVG7Xt4wmvm91UkvBVO8Sz9cE+172FABYkpnYNtN8tYVhHCH4ryn9Yb6aScsB0DpQhb/WT85VgBndngaXutrvHjpKt3dbzCq3Yja2tLSLsCQyHWVk4Xmdv/yLhzU8PWaVJ9o8Sm78jgXA2vDSur19lyyjVp+Lvh+KZQsbkIeFxE9orIdhF5UUS2F3NihuOLmL+GctULie7BtvSu+wHIHnh8wgezldKWTSZQpRvyPvueAxxSNexROsy6N7Iat0s4s7mC95/dRG1tHT6ykOjGTwYrUE5f5Sb22vU8qjbrayS6INVHxcAuXnGvpbrET9YVGkr8Ge8AFPHWnePOLTVss+iINZtkL3ztVF1y2/CasbL6j5ReIuO7Yg2LgkLF5ipgJXAxutLlG5xXgwGAvaVna5fTbi0wKIXa81tiKoAvF4MOvUhP72FdmM1B5TfxhbRVki8zEBw4RIvUsd8pa2TV6DxvZSEff/2mjfgiTn627r36NVhBqu50Lsl8GVeVzoyd6uuAA4/hwuZIxTZEhKw7OJhbLV9CIRA7rK2cUcSHpcGx48Oi0QaOgZWGSSw2Q+Hk12x6VQS/sWwWLQWJjVLqIFCGFpg3AmVOm8EAQLbuFNpVGZmX79apYe77CwKpdr5jXQmAffBxyGXgWxfB/V8YHKfSAzrs2Snelk4OgG1Rmj5KX6CRjsgasspNZOmmEfdzhcoASBxxKk+U1LK6toSg182qJp0TLtbTRm7PgySUH+/yMwGwPEF8Sv8lHXdKKLixoHfsr3PScZ1llBtXckhs0k44dGr/4zP/wgyD2I4bbUAi+JURm8VKQWIjIh8HfgDUOD+3i8jHijkxw/HFhetq+a21Gffue+DOD8PjXyeHi5/KZRxT5cR2Pwp7fwvxDuzDTw+Ok2ycOMHBMgXpRAwGjuIlS6ZkKa82vo03ZP6BpmXLRtzPE9LBAPHD2pvrKm3gwjXV/OELl1FXr9eVUn3tZF79LU/Z6zhnrS6tbXlCg1Fvsa6hwrF2554xnym/x+agqsOdGnIP9nQ6FlH8CPSb6qC07YCbl+t1rBmQd6PF3VECavrh84bjg0LdaB8EzlRKfUEp9QVgG/AnxZuW4XjjlMYynvKdgdvO0l11Ot86/Zdckf5nrjzrNB63NxDcdz/2418HQLXv1DvyAcnESBLA4+yfSSfjgw9+qVzByiXVvMoy1taVjLifL6LFRrW9BECgchkiQsDrJlLmJAo99iKh/r08rk7ijGbd3/KECZACpUj3DInNwJGx6za5WBeWEg6q2hH7dtIDw1xqz/8A7voYTGPvzqKj81VdtK5rrGAXgsppyybliep1uElC5Q3HL4WmqxFgeH52i+O8IJlhdnG7BPe6q/j8i/386sgWelv6EWngvWct5yPPvoer1HN4DzzKUVVBvXRD+8uw5FTcuQRJCeIJaMsmmxxgoGMfpYC/fj3vPWs5m5eWjagMChCI6jWbSO8uUspLdXX94LloeSVZ5abigK6911V7NmG/86vuDeqKnlYGq/8ovSqMoEgce5XS0R8q3kUPJaR8FQRzQ262rGPxZJUb72//TjdufAusvGh2vszjjHQyhh+wEj24p+w9FtsRm4y3FDLorN3BslmcoWEhUKhl8x3gSRH5axH5a+AJ4NtFm5XhuOTi9fX8MHs+yxsbuf+T5/Ozj5xDY3mIpSvX8w/2+wH4l+w7Aci1PA8P3czqgafocFfjCeiM1plUnETrK8RUgJr6JiJ+D2etrBxzr1Cpbgvl+jiqKqgrGyoqVxH200MJodQxOlWUxnWnD55T+XQ3mTgSa6ddlbFf1Y/7V7mkeuhVEVSocsS+HSveRVa5+YNahS1efd2OXa/tyzuO2duqxffw0dYpeo6P7Vi5lr8MMPnRFitTWjYi4gKeBB4GzkVbNB9QSv2hyHMzHGdcuqGWv3nTRl6/qZ6qyFCWgU9euobXv3wB9+Q24QpXMpD7Lv5HvwwDh3kufCHf8HyQzzputFwqDh2vslctYWVtyUS3oqS0AlsJLlG0UcnysG/wXDToZY8qoUZ6edzewLmrawbPuXxa1LKpAbzJdtqlnHZVRtPAWLHxpHvodZWgghV4B3KQHoBAFJXsoZcIn89+iEqV4ZuufyR7YDvV217zVzh73PcXsPJi/VNk8hGE2XjvjMbn3WjKsWbSiQECY8xMw/FOIRkEbODLSqnnlFJfU0r9mxEaw3h43S6uO7tphNAArKqJ8Pmr1tFFKZ+8fD2vqGX4Bg7TWbKBDwx8GF9ZHd6gFhYrHSfUv4+DNFAfDYx3GwBKQ3760ALV560eUcHU7RL6XTq67WnZxClLywbPiV9bNql4jGC6kwFvJQPBBqKZtjHhz/5MLwl36WBYdj4ZpyvZQ4+K4K5Zy1PZZvaoBlT7ArJslNJZEX72EZiDlP15sbHjPTMaP1jPJqjX1fLJWQ2Li0LdaPeJyFtlugVSDAaH685u4qE/u5B3bl3KLtElEP60822c1lTF3119Ev6g496Kd1KabaM33DSmBPZwSgJe+pQWm0Sgbsz5hEf/aZxaej5e99Cvudufj3rrI5rrJumrwhWtw4VyNnkOEbT6SHnLcJfoDafpXh2F5k33EHNF+dRla/irN25gH42E+/fO5GspDlYGlA0DR+GxrxT9dsoRG5WcmdjkK3V6wuXAUAojw+KiULH5FPBjIC0i/SIyICLmN8JQMCJCU1UYt0t4pOpdfDjzCfpqTuc7153O0ooQfseyCffofTPZ8lWTXs/tEmIuJ6ggXD/m/MHgep6017Fu/Ukjx+UDEXpb8ZEhF6rBV6ZDpe3+Y0MdlSJi9ZPxlWFVrSetvPCbL0AujS/bT8Id5cqT6vnAOc30hZsJ53ogvkDKEDjluXN4UE/+J9jWFANeIzkdrizpmT0S8m40X1hbNumkKaC2GCkk67MLuFIp5VJK+ZRSUaVUiVIqOgfzMyxC6pau5F77DP7i9RvwOFaHP6TXUkq7dYZmf+3aKa+TcMRGSsdWDn2s+t28M/MFzl1dNaLdm7egunVWaVVSi69ci1Wsq2WoY7wDH1nSwVr8VU18Kvun+Fufggf/kWCuj5R3aFEhV7lGH3QuDFdazsnK8Ky9CsnEoGP8dDyzhTji5k73TdFzAqwMaeUlUKK/03wmcMPiotA1my/NwVwMJwgfOq+Zf3nrJs5fUz3YFgr4edVuoDR5GEsJFcvWTXmdlEf/veOvGFsBo7kqzPLKEKtH1efJrw3ZXdrt5YnWEqpoBIYyCgDQuRuAZLSZZRUh7ra3sTe8BbX/ESJ2P1lf2WDXQP1GADJHX55yznNBOqnF5gl7g25oeaao98uXA/dmZ+jssDJk8BAK63/PfHJWw+LCrNkY5pzllWHesXWkQAS9bt6e+St+5n09P7QuprlubLjzaDJe/XAK1zSNOffpy9fyi4+dy+hfWZ9j2bg7dQkDf8UySqu1ZZTuGRKb1DFtDajK1ayvj/KnF67kwb5a7KMv4iOLFSgf7Fu/bCUJ5ae/5ZUp5zwXZFJabLojq+hREZL7nyjq/VyO2OTrC00XsTJk8RB0xCZnxGZRUuimzk8BIcASkRQ6/FkZV5phtnC7hNKKGj7R/R5E4JWq8JRj+oPL6IiVUlU9ds3G53Hh84z9W8rv5GAr699FTrkI1TRTXVZClyrB6htKPdPf8gqivFQ16qSen7l8Lf+6fS3uxK8AUMPEZlVtCe2qDHfPzPaZzDYZx7Jpqqvmhb0rOe1QcS2bfIXWgDUzkciLTSCi/23sOYigM8w9hVo2pcD7gb93BGYjcFmxJmU4MfmfD2/jTacs4XUn1xPwTr0X/dn6d3JJ+kvUD9vQORWBkHajBew4R1QVteVRakoCtKsyXPGhmjVWx6vsV3WsrNEPQJdL8C05efC8OzxUFXR5ZZhuolgLpHR01rEMVtRXs51VRPp36z1C0yHZC09+c3Aj62TkxSZfX2i6iJ0lJx5CgSBZ5UZljNgsRgoVm1vQ+dDe5bwfAL5elBkZTljqS4N87V2ncsu7txTUv64sgvKXjtnXMxmhoH6gARxUtSyrCBH0uemWCnzJIbHx9+1jP/UsqxiysMqbTian9H+ZfDg06P1FMU85vnSB0Wjd+4oauZZ13GjBcITu8k0IClqfn95FXvoJ/OozOq3QFHgcsfGSG6pHNA20ZeMl5PeQxA9pk0FgMVKo2JyplLoRSAEopXoA3+RDDIbi8sHzmvnFx86ddD/OaMIBr36gAe3eJQR9Wnhi3kqCGZ12hVyG0tQROv3LRrji1jRUs09pl12gZOSaUsJXQThbwD4TKwffvkLv8C8SubSzYB8IUdGgQ8jztXsKpueAfu1rmbQbgGd4hdbU9CPStGXjJeTzECcwI8EyLHwKFZusiLgBBSAi1YCpiWuYV0I+D00FrO0Mx+9x6QcaEA8PlS1IBaqJ5rp1RdGeA7ixSZeuGDF2bV0JO5UeEyytGXEu468kYvdNXSr60O8h3l6QxTBTrLR+WHsCEVYu1XuI2jvapnWN9sM6Gm+gbf+Ufb12Wu9DAnLx7il6j8VlZ8iJF7dLSBLAlTWWzWKkULH5GnAnUCMi/wA8Bvxj0WZlMBQJESHlWDaqvHmwPReq0dmgE13YTqSaq2rNiLGlQS+7/SfRp0KEy6pHnLOCVbpS6VS76F/5BQDp9t0zWt8oBMtxQ/kCYZobdaRdX/f01pNUj85y3d92YMq+PpWmTZUBkOifvnvQbWexRMcqpSSAK2csm8VIoZU6fwB8Fvgn4ChwjVLqx1ONE5ErRWSXiOwRkZvGOS8i8jXn/HYR2TLVWBGpEJH7RWS381o+7NwmEXlcRHaIyIsiEnDaT3Pe73HuZ0K4T2DS+tcCX83qocYSXQNHDRwl9uqjpJWHyNKTx4zd2fg2zk9/lbLoyP07EtFrOGpYkMEgT38buveDbZPb8XNyyoXfikNsnL6zQD5XmT8UoTQaJa282MnpubciSR1ZZ/UenrKvT6U5hg6YSM5AbFx2lpxor3zaFcBjxGZRUqhlg1Jqp1LqFqXU15VSU24ocNxutwBXARuAd4nIhlHdrgJWOz/XA98oYOxNwANKqdXAA857RMQD3A7coJTaCFwI5KswfcO5fv5eVxb6uQ2Lj7QriK2E8oYhy8XrZCFIdLfi2f0rHrc3sqy+eszY9Q0VxFwllIe8I9o9jlglekatjSR74O5PwbPfhaPP44m3cZd9tj43w2JjU6GcHf3+QIhowKMTliZ7C79AeoCwpcXJMzB19c0AaXrclc7Q6edHc6sMllOqIeMK4bFMaejFSMFiMwPOAPYopfYppTLAj4CrR/W5Gvie0jwBlIlI/RRjrwZuc45vA65xji8HtiulXgBQSnUppSznelGl1ONKKQV8b9gYwwlIxhXkKBUsrRnaK+OtXU1aeXA99hVCsYP8xt4yJvsAwAfPbeb7f3wGId/ILWr+Ui028e5RYtN7CIBc9wFwat783DoHgFRbcdLbqGyCrHITDAQI+zz0qxCu6aSScVxoCeUnmJii7LWVxYNF3KfXsDKxmazZ5LBd+vvMuoN4LWPZLEaKKTYNwHAbvMVpK6TPZGNrlVJHAZzX/ErtGkCJyL0i8pyIfHbYPVomuNYIROR6EXlGRJ7p6FgYeyYMs8+D4av4eu4alleGBttKq5bwHesqgkefBOBo7UVUjhNSXRr0cvaqqjHt4QqdeTrZO1JsMl36wd3Vspu+1t3YSsg0nkVaeRhoKVLOsmySJD4CXjculxB3RXBnCt/db3UfAOBZezUl2Y7JE3k6kWPZoLYC7cT0LRuPymC5tBst5w7it41lsxgpptiMty4yekV0oj6FjB2NB13c7T3O65tF5JLpXEsp9U2l1OlKqdOrq8e6UAyLgxej53N/8CpKAkOusKXlIb6eu4Z+TwXP2yvYcvLGaV2ztKIGSwnZvpFRX31HdcLPcKKF2LHdtFLJ285czUFVS65j92v/MOMg2SQp/PidsO2kK4JvGqlk+o/pvHFP2et00ERs4kg2O6OFwReO0q+C2DMoM+BWucGKp5YnjF+lphhhOB4ppti0AMMTYDUCo/N5TNRnsrFtjmsM5zW/ytoCPKyU6lRKJYB7gC1Oe+MU8zCcQJy/upo3njIyU/TSihAXn7KSN8X/nI9m/w+Xbaid1jWroiG6KUGNqomT7jwAQMTqw9/1CoftGi5YW81+VY+vb+qw4pkguRRpfIN54VKeKP5c4bvyk+37SSg/3dH1umGSvTb51DihUAkDhFAzSDXjUVlst7ZsbG+IwEzFZufd08+UYJgziik2TwOrRaRZRHzAtcBdo/rcBbzPiUrbBvQ5rrHJxt4FXOccXwf83Dm+F9gkIiEnWOAC4GXnegMiss2JQnvfsDGGE5A/OX8Ff/XGsZbLTVet45inAXdF07jrNZNRHvLRqUqReOeIdntYNFdVfDfHPLpkdodvKaXJw0WpNePKJUnLkAsw6y0hZBX+EFY9BzmsqqlZqqP1Ep0HJ+ybrz3jC4ZJEoBCU83kMoOf3UMW5dKWje0N60wETo2bgom1w4/eDS/9dHrjDHNG0cRGKZUDPooWgVeAO5RSO0TkBhG5wel2D7AP2AN8C/jIZGOdMTcDl4nIbnR+tpudMT3AV9BC9TzwnFLqbmfMnwL/5dxnL/CrIn1sw3FMQ1mQr79rC/9wzcljskVPhc/jos9VRvXADvjKBjj8tG6PtdCjhoRrIKSN7FS0CQ+5wQCC2cRlJckME5ucL0pIxQve1yPxdjooY+UqXeYhNslem7STh83tC5GSYOEbMr9/Ddz3lwB4VW5QbPA662jT3diZt2gyZkPoQqXQrM8zQil1D1pQhrfdOuxYATcWOtZp7wIumWDM7ejw59HtzwAnjR1hMIzk0mm6z4YT95RTmn1RB9zvvg+WbiWSauUxez1XurX4WNHlAEjVKugB1bUHcbnBzkHFyIwFDLQN7v+ZDm4rTdI1JDa2v1RvOM3EwF8y5XhXJkbWU8+SuhqSykeqd+KItGxKBwi4/SHSriChXIEP+7aXIKCLpXkZcqOJU7bbTsVwBcsnHD5mHukEXuBYVy9ji4QbFgLFdKMZDCcUA/46snjo91SQOvgUZOJErH5eZgUJpR/+3motKKF6bTXEW3fBzz4CP/7AyIu1vQxfWQd7H5z2PDx2iqwrMNTgPNQL3WvjzcVQ/hKWlAYZIEQ6NvG4fNJPjz9Mxh0ubI9MLg2pPvr7nb085MARG5dPpx9KJ6dXG6e7T/c/1j3DaqGGomPExmCYJR6ufS9XpG/m7tQpcOS5QReZp7KJFqXDpSN1eh2kfslS+lWQxJEdcORZnSvNyg5dbPd9oGw4+vy05+G1UuSGiY0rpC2EdKywSLGgHcfyRqgu8TNACGuS7AO5vNgEwmTdQfyF7JFx1rU6e3rAtvBgo/Ji49dik4pPb6E/6yQfJZee1rgFzdHt8PvFk1zfiI3BMEtEohXsU0vYwSoCuX6svQ8BUNWwkhZq6FMh6ut01ugV1SXsV/VEDv5G71WxMuCUqgbI7NFjB2ZQ/dNrp8i5h8TGEyoDINHfOcGIYdg2IZLYvhLcLiEhIdyTLPoPz8NmeUIF7ZFRTpoer+V8bhi0bNwB7eZLJ6YnNjkn+eiiEpsnvqGzgxcph95cY8TGYJgl3nfWcv7lrZsIrjgTAPX4NwAI163m7uAb+VLuHSyv1H+5N5QHOUg9ofRQfjTV5sTA5DK4DutSzsljTpYB24I73gf7H51yHl6VwRomNt6IzluWKiSVTEY/5G2fLhqXcoXx5CZ+8OczTHsDISxPhICa2rJJdOs1IJ+dQuXFwa0DBLxO2e5scoZiYy0isTnyLKAWjYAasTEYZonVtSW8Y+tSalecQkL58fQf5NbcG6isW8bRqnP4H7mSmhK9duN2CT1BXa5gQAXJKRexw9v1hVqexmMlaVNlhGMHdFvvIXj55/D0t6ach1+lsT1DYuMvybvRpk4lo1LOWknewnCH8U2yR8d28rD5ghFsX4gAmSnDuWPDxCab1ntqxOOsaQW1yE1XbGxHbGSxiE2qD+VkH18s9X2M2BgMs8ym5VXcb5/G04Gz+JfctTSUBzl/TTWXrq8ZUegt49TL2W6vYJ+qJ3XkRQDUvoewcHGHdSHhXK9O5tmpsw3Ye347cm1nHPykUe6hUtmhqF4vyhYgNpl4LwAuR2wynggBa+IIMzUsw7TyOiHeU+y1STvRbQGVIucEAljOWF9Iv+ZS09scajmi51okVgCtz+sKqwxl8T7eKWros8FwInJSQ5R3WR/D6lWcvbKSpsoQN1ywckw/d/VqaIcXWUmjauf8Lp0rLbX7IXbZTewQXWWTrr3EW18hDLgyA3DoCWg+b/ybWzm85FDeIbEJO5aNleidcu6JgV78gDuoI9hy3hKCycnEJklOuQj6A4NhyyodQ/IRcOOQG9Dpb/ykiTvBB7ZXi5s/pC0ba5pik0+bI/Y0N4MuVI48O3iYScYJlM3fVGYLY9kYDLNMyOfhpCVRGsuDfP3dWybcIBppPJlfW1vZUXEpR3zNRFNHYKAN/7Hn+L19EstXnwJAtv1V4q2v0K+CZPCgXr134pvnnAX6YW60aNhPvwqiRoc+J7rhrv8Du+8fXIROOWHOXieowPaVECI5oWtMZRMk8RPwucERm0xiirBlJ0DAhSLj5JLLW1LBsH61p5n2xspod5x7kbjRUgefGTzOZ2k43jFiYzAUgW+973R+fuM5VIR9E/ZZXlvODdlPUtK0hb7Kzbrx3v+LS+V4NbSFjSedTE656G95BTp386paypPWOjK77p/wmvm1i8Gd+EA04KWfMDK6zMDe38Jzt8EP3ga/+zdgyI3mGyY2wIQ5xySXJIWXgMeNJ6DFJhmfXGzcyaGouGyfdql5w9oSCgVDZJQblZ5mJgBHZF2LxLJRR1+g28k8kUktjqwIRmwMhiJQEw2MW6JgOGvrSgj73Jy/ugqr6Tx2qqXw0k/I4CGy6hyaaso5rKqxjr5IqH8f+1U9T9vr8HXvgtT4D/T8g0l8Q2IT8Lppp5zSgZHF2lS3TgSqypvh0OMAZBNakPwR/fCXgHZrqdT4e2100k8/LpfgdvqmpxAbf2qomueg2Djus5DPTYLAYFRcoeQLxrkXidhIqo8jzt6sjLFsDAbDa6Es5OPZv7yMKzbWsWFJGf+R1fUBn7XWsHVNA81VYR6wt1B19BEiuW76ws10lm7UC8ejN3seeAyyyUGXi2uY2AA84D6f+sQuvdnUoe3QLtpUGb/rqyLZcQBgcME+WFKmrxPUr+n4MLHp2qvvB7hyCdJOSWdPsDA3WjjbPZgvzurT9X+CYX2foNdNvwrhnqbYkHXcaPY03Gj7HoLnvj+9+8wRLitFr/Md5aZr5S1QjNgYDPNIwOtGRLh0fS2/85/LI/Yp3GFdwNkrqygJeLkr8Cby5Zes8pWUrtqmjw8P+fRp2wHffT387CODfwW7fMER93ksfClpCcAz3x5sU937OaRqOGhVoPp0dmo72YethHCkDAC3E4qc7Hci2X7xcfj3LfDdN0Csg2j6GJ2i/wL3hbQ1lJ0s1YyVI2z3c0g5NQ+dWjl5S8rlEgZkesXeAMg5YqMmj9QbwdPfhof/eXr3mQtsGx9Z0l4nSCO1OKLRjNgYDAuAsN/De89Zyfsyn2NH9VVUO/tx6pat4QHOAMBbt451K5az364lvu+pocGv/lq/7vhfAs9+E9CJMYezedUyfmadjXrxp+CE0gbjh2mVWlTpUkJ2HFJ9kO4nRoCSoLZW8mspyXx+tF2/hkgdoKDjFapTBzni0Zms/SG9vjNp2HKiCxeKw0onGPUk2rW4haNDXVwRfNnpiY04azbe6bjR0v0LM0u0I5wZX5l+aywbg8Ewm7z/7CZKAh4uWlczou3v0+/g33PXULF0Pac0lvGCWon72JA7LLvz1+ySZo5Vn03J7jsBnRhzOO/ZtpwHcqfoh3L7K5DLEM20MxBoREWd2oJ9LZAeYIAQYb/eFeF33FuZRC9YOVS8ncfQUXLWnocIqCTtPr05NeBYJ9YkGzKVY8n0BnTxukC6kxgBIsOqpqbcEXyTZC0YD5cTheZVhYtNa3vHwlwPGSU2i2WfjREbg2GBUBby8cCnL+CTl64ZbDtrZSWhujV8OfcOVtSUsLwyxC73GsKpNjj6AiS68Rx5hl9nN3Pt0XeTdWuLxhMYKTZrakvwLdkEgH3sJeg7rEOPo0txV+iyB9nug7gyA8QJ4nNKSvudVDe5eC/EOxBlc1/vEp314GVdz9Cq0PuBgs4ivz1JtcxUrxabVEQLVEmuixjBQXEDSHtKCFjTE4G82Hgo3I0m6X58ZMC2p3WvYmM5e4aUs7nGiI3BYJh1akoCBLzuwfciwicvXc2K6jCra0oQEbrqL9BVMf/zAvj2ZQg2z/m3Eg/W87eZd5NRblzj1ME5+/QtxFSAgUPPo3oOAOCqaCZS3QxA7Nh+3NkYSRkSqpATKJBL9qEGdORYWe0y9qgG/D06q0HQKZcQDvpJKP+kpaFjXU5F9vImQKfWSQwTN4CsL0pwmmLjtrQ14JuGZTMoaAssHUw6v4k2qIVepRfW/GaKERuDYYFz+cY6fvvpCwn6tAjVNW/k/PS/kj3n09iRWn6nTqF+3Tn8y1s38f3sxWxK/xfe6FixOamxjJ1qGVbri8SO6TDocO1KKusaSCsPic4DeHNxUu4hsQmHI2SVGzvZR7K7BYCGpSvYoxoAiCs/tQ1OjR6fmzj+SddB8oXYgjVDGRWSMnJ9yfZFCZKaMi3PcPKbOb3kCh4TtJ2H+AITm3y5BF8wTEp5UfmNusc5RmwMhuOMrc0VdKhS3rLzIv6h+ku8J/05Llxfx0XranjTKUtI4Sfkc48Zt6a2hF1qKaGencSP7SGtvFTVL2dJeZhWVYndcxh/LkZmmNiUBH0MEITUALEOLTZltcvoDGpraJ+qZ0WNDtH1e1wkCCKTlHTO9beRUl4q65YOtqVcI8VG+Z1UNxPs7RkPt60tGy+5KROBAmBlCaAFaqGt2+T3SgWCIZL4B/cQsf9R+OcmnSvvOMSIjcFwnHHuqir+5W2biKVzfPux/YR8bs5drcOP//7NJ/Glt59Cc1V4zLiA101HaDUBa4Do3l+yX9WxtDJCfWmAVlWFZ+AIfjtO1jM0NuL3MKBCSKafVE8rthKiVQ1kyvW60l61ZPBeIkJSArizk2SJjrXTSSmNVWVYSqfxGS5uADh7e8ak15kE7/D9NYUk4xy2rjTd2jnFJuu4zfzBMEl8uPKWV/vLWmj6WuZxdjPHJOI0GI4zRIR3nL6Ut5/WSMdAmqytiDgL7NGAl7ed1jjhWKtmAxyGULKVf8n9Gf9RHiTgddPlqeWk5HZ8doKckxQTdCmEuITxZAaw+1vppJTasjC++vXQBh3+5SPWmNISJJSb2C3lTnTSqaI0V4RJEKCEJBnPSLFxO6lyUgNdBKtWFfSdeIaFPKtcekQGhfFQqT7yGesy0yxnUGyyzr4ajy9IGj/iRKfZyV5tHUzD4ltIGMvGYDhOERFqogEayoJTd3aILNW1du6LXMOOyFmDQtERWkFprpMgqaF8aA4pVwhPdgAZaKNNlVETDVC7bA2fyV7P9to3j+ibdoXw5iZ2o/lTnfS5yokEPCTQe4msUWLjdcpYJ/qnLokwOGZYYMBgiehJGJ4RYaElusxHo7n9IdLix+Ws2RxsOQJAb3fHvM3ttWDExmA4gVjZWM856X/j+s638/qTlwy276h7C53iRD/5R4mNU0DNl2yjSyqI+D2srinhx9aFVNWNtKKy7hBea+KHfSjbTcJbgdslOqKOoVo2eXxOSYTUQOFi41Np+pUW3WxmarFJDhOy7AITm5wjlh5/kIwEBiPtsk6S1Fhf10RDFzRGbAyGE4j1S6L0EGVdXZTPXrl2sL2qsoKbc+8CQAXKR4zRBdQGCGc6GfBVA7C6NsKa2gjnOWtFebKeEH57AjeabROxekn5KwFIi7ZsbN9IsQmW6POZWOEL4T4y9KMtpExqarFJOQ9ugNwCy6psOWs0Xn+IrMuP2xFvl5O1Oxs/PgMEzJqNwXACsaQ0wN+8aSMXra0ZsdZyzeYG3vDo2fRZfrYtuWzEmMPB9VyY+i0A6ZDObhDwurnvkxeMub7lCeNXEzzsk924sbFCWrDSEgQFMsqSCka12OQKfajaNn6yDKgQSGFutMxwsZlm7ZxiYzu1ebz+MDFXAI+tSzLk88XlCiiCtxAxlo3BcAIhIlx3dhPLKkcuoG9YEuXaM5Zzv306gfDIh/+zlW/iqGiRyYXH7t8ZTtpXTlglxt9rE3fWGsJabDIup8DbKLEpiUTIKDdWodFozgJ6wuVkSXYe1pORHSY29jSrghabfKizLxDEcgfwOnuI8vniVNIECBgMhuOYT1+2hvPXVHPa8pFutLJoCV/MvRMAu3T5pNfojqzGhYK2l8ecyzjlBNzOhtOsW6+x5DNL54kGffQRLjzqyhGbpNtJBFrAmo017IG90NLB5Etc+4Jhcu4gPqU/n99youZMNJrBYDieqYz4+d4fn8G6upEP//eetZyfW2fxhvTfk2w8d9Jr9JXq1DXq2PYx5wY6daqaQGkdADnHsvGMEpuSgId+FUZSvQXNO+fsS0l7ChcbOzVAWnmwlKAWWubnbApLCQGfH8sdwKe0ZRNyxMaV7p3Hyc0cIzYGg2FSVlZHeNcZy3hJraC2NDBp3/L6lfSqMLEDz405l3RS1YQr6wGwPE7S0FFi43G7iEu44Jo2aWdfStbZH2QV4EYj1ccAzg79BWbZqFyKFD4CPg+2J4hfpcG2CCk9z2kXllsgmAABg8EwJZ+8dA2JtMWZzZWT9tvYUMrL9nI2tI61bLJ9bWSUm7IKvf5jebQbLV/GYDgJV4TSbGEP1UwqThjI+UshBlZ2arGR9AAxFUSJLLjcaLrUtpeox4XyBPGTgWHrV74Cv5eFhrFsDAbDlFRG/HzlnZsHi7pNxNq6El5WTUT6doE1Mimmp2cP7ZRTWaKtI9urQ5X94eiY66Q8JfhzhVk2GceyyedUswtwo7mzA8RFWzaSnUGiS6UGi9DNOrkkaXx43C6U19mwG9PrXTnlwj/NWj8LBSM2BoNh1gh43XRF1uKx09C1Z+hErIMl7Y9wj3UmlWFdBTQVqCGmAgRLKsZcJ+stvKZNPr2LODnV7OzUudE82RhJV5iUBHBPkl5nQl76KXxpNfQemv7YKXBZadJOdgUcscn16uwBR1UlQXthRc8VSlHFRkSuFJFdIrJHRG4a57yIyNec89tFZMtUY0WkQkTuF5Hdzmu5094kIkkRed75uXXYmHeJyIvOPX4tIiN3ohkMhlnDqj9VH3z/zfDYV3WpgBd+iFvl+KXnksH9Pa/UXcOl6S8SCo9NGpryVVBi9xdUZiC/4941KDZTu9G8uRgpd4T0TMWmYxdkYvC7f5v+2Clw5VJkRVcuFa9e10p06eSbLaqaoEosuIJvhVA0sRERN3ALcBWwAXiXiGwY1e0qYLXzcz3wjQLG3gQ8oJRaDTzgvM+zVym12fm5wbmWB/g34CKl1CZgO/DR2f68BoNBU9V8Eu/PfIZs5Rr4zV/Bv5+GeuwrbHetI9KwcbBfIODnGJWU+L1jrjEQWoobG3oOTnm/nOPO8jhrP6oAyyZgxch6wmRcgcEd+tMh3acrjqrnvg/9R8fvFOvQ7rZp4rLSZJzsCi5fXmy0ZdMq1Tq0PF2Yi3EhUUzL5gxgj1Jqn1IqA/wIuHpUn6uB7ynNE0CZiNRPMfZq4Dbn+DbgminmIc5PWEQEiAKtr+2jGQyGidi4pJSH7FP5av0/E3/z96FqDf2RlXwxdQ3v3DpUx+aS9TW8/+wmosGxcUrJkiZ9MNwVNwG2E/rsc0pYK2cTJC/+BDpeHXdMwE6Q9ZSQcwXw2gVEr43iaOthulQJYqW1S200fUfgXzfAzl9O+9puO0XW5YiNX4tN3o3WH3Dy2R2He22KKTYNwOFh71uctkL6TDa2Vil1FMB5rRnWr1lE/iAiD4vIeU6fLPCnwItokdkAfHu8CYvI9SLyjIg809FxfGZWNRjmmy3LyjmjuYJbHtzLuT8PcPuqL/OJ0D+x3X8aV2ysG+y3cUkpf/2mjei/AUfiq9X1chJHd8GB30HLMyM7tO+Ef2yA9lewnAX+YETXyFHZlLaIfvpBePTLQ2OsrA5aUIqgSmD5Ssi6g3it6YuNO9nJTnsZKfHDwDiWTctTYGWgbcf0r21nyDmWjdunXYz5ktzpEi3Wx2N+tGKKzdjfIBhtU07Up5CxozkKLFNKnQp8CvhvEYmKiBctNqcCS9ButM+PdwGl1DeVUqcrpU6vrq6e4nYGg2E8gj43d3z4LH7x0XNprgrzFz97iQd3dfDWLY0j8rFNRn1dAz0qQvzYLvjZDXD3p0Z22P+IXjM58Nhg9FkkHCGNTxdPe/4Hut/R54fGfP/N8L9/Al17cGOTDNaN2KEP6LG/+Dh0Tm5RBTJddBGl3YrS1X5kzHnVqu+b7TpQ0OcdjsdOk3PpIAq3Y9l448fIKReeMp1lOzmNjNjTItENz/+wKJcu5j6bFmDpsPeNjHVfTdTHN8nYNhGpV0oddVxu7QBKqTToOq9KqWdFZC+wBke4lFJ7AUTkDkau8xgMhiJwcmMpP7nhbF4+2k8sneOUxrKCxzZXhzmg6lh96BFIHIb+VsgmB6Oz7NbncQH20e3YGe3cCIXDpPHiyiVQf7gdAeyOV3Fl4voheuBRcPuhVi//tlZuoyy2F/9wN9rB38Gz34WKFVD18QnnF872kA2cSle6A9V1lNG7j+IHniUCdB3ZQ914F5gEr53G8mnLxhvQYhNKd9BPiGiZ/iM41d/N2IDx18j+R+GnH4JkNzSfB6UTF+GbCcW0bJ4GVotIs4j4gGuBu0b1uQt4nxOVtg3oc1xjk429C7jOOb4O+DmAiFQ7gQWIyAp00ME+4AiwQUTypsplwCuz/3ENBsNoXC7hpIZStq2oJOgrzKoBWFoe4oCqJ5JwvOl2Do6+MHg+duBZAAYOPIc3foy08hIMlZDBy/Ke3yP9R/ipdR4ubDj24tDaiZVGPfZV9tr12KXLsTxBAgwTm70PAqB6h3vxR5FN6d384Sr6XKX40qPqyyiFt13PNRAfa/VMhVelsZxUPu6g3jsUyXXTr8JUVjkZs+NFsGx++QnwBuBDv5l1oYEiio1SKoeO+roX/XC/Qym1Q0RuEJEbnG73oAVhD/At4COTjXXG3AxcJiK70cJxs9N+PrBdRF4AfgLcoJTqVkq1An8DPCIi24HNwD8W63MbDIbXjs/jojugH3gxpyiaanlan8ymCPfvJqvchHtfZUn7wzxub8Dv85HBS1n6KBZu/j13jR7X+jzq5bvYSyP9UoJkYjxsn8JJDVGUN4QHC3K60md29wMAdLZM4kZL6JT/VrCGuLecYGbUg7/nAP5sP50qSkm6DWxrWp/dqzLYbidAoHw5d1rn4EIxQJjScr1rIxvrndY1p0Qp6GthoPkq/vPVyNT9Z0BR09Uope5BC8rwtluHHSvgxkLHOu1dwCXjtP8UGCcsZPCet453zmAwLEzSpSugEx60T+FU1x4q9z9F8Gyg/WXcyuI39ulcIc8QTR7mQftizvS66XX2p7xoNzMQXEaHVUrp9v/F2/oUv8i9maXSzlvdj/F7TuHaFZU89jun1EI2AalevB3O37R9E1s2KtauQ1wjVWT6K4nEe/W+F5fzt7uzTnSfdRrv9jyoAwimYSn4VAbbo8Um6Pfw2eyHqXCnOOquZXNpObYSrMQsBwik+yGX4tZnY9zGHt54yhKWTKPceCGYDAIGg2FBIlW6kujv7Y08b6+EI89A11699gL82Boq3rYjfCYBr4us6IX1p+y1fOqKtWy3V+BrfZIBbxX/qy7i+7nL+a21GWv5uYR8nsFNkyoTh30PA/CsvZpIaoK9M0CyV6eO8UVryQUrtWU0LEO11foiOeXit7azR30yl9xwEt3Q34qfDMopv1AR9pETD9elPs03Ix8mGvTTTwiVnGU3WqwdADtcw68+ft6sCw0YsTEYDAuU8PJTeH/ms2yvegPbWUMw0Qr/vgXu/wK9KszO8BmklYd9aglr129CRAbFZqdvI28+tYE77fPYX3YW75V/YM2aDaRqT+WPs5/lrLV6J4X4dWhxOhFDHXiMAULcZ51O0I6PSH45nHi3Fht/WS3KKQRHvHPw/MCx3RxRVdjlKwHIFBqR9uvPw/eu1ps2vXrNpqYkwJ+/bj0A0YCX0qCXHhXBVWD5hUJRA/ozLV3WxNKK0BS9Z4bJ+mwwGBYkTZVhHrI38+G19byw7xpuydZw48Vr2XXwMH//RJZrzm7m9kcvY7dq4NK1TiVRx43G0jMJ+TzsrrqMq3vPpT+V4ytX1nGgK8HOYwNcsEb3dzlik0oMwIEneM5axTGXU4207zA4KXCGk3Ysm3BFPfES574DbXiq9d4gq3M/h1QNm086CZ6EWNs+xmZ/G4f+I9CpN6Eq91DC0w+e20zGsikL+gj53PQRoTQ1u260ZPdRQoCvtH5WrzscIzYGg2FBsqmxlHV1JbzxlCWkczZfe2orLXsb2NuxjKdVN397WiMXPfhefB4XX1ilg4+TrjB7sktYv3LF4DV2tQ3wnjOXcfXmBpJZi5OWRFlbp2vfuAJODZyuvfi7d/Gc/RaaVq+DA2D1HMJddzIcfkqHQoedxfn+dhLKT3lZOb2lWpji3Ucp1bckED9Mq5zG1jWNdDwRJdc1dcodgGR/J4POK++QG0tE+MiFqwbfx1xRqjKzm0Eg3n2EEBCuXDKr1x2OERuDwbAgKQv5+PUnzgegP5XlFy+0cv/L7fQns2xdXkFzVZjaqJ91dVFCPv0o+370ena1dvHFJl3a+pOXreGyDbVctqEWESHi93D5sCwGierNxJWfkt/9E4KipeRktjWvhQPaIildGYfvvh5OeRe86Wt6ULyDLhWlKuKnrUxfK9FzjFKA9ADhXC+xUCNLK4IcUVXUFZgZOtk3JDbinbhIXcoTJZA9VvD3WAjp3mNOraHaWb3ucIzYGAyGBc/ZK6t49i8vA0ANS2757eu2UhYaSuTZG2ykxRNm4xK9P2VJWXDSxW5/KMrd1jbe0fcwNoJ32RlU1TaQUl6SHfspPfSETjuz/+HBMa5EJ11E2RD2UVJRi62ETL9OzJlPHJqJLqcuGmAHlTTG2wr6jCFrKLmmyzvxnNPeMoKp2U3EaQ8co4MyqqOTV2J9LZgAAYPBcFwhIoP51E5qKKWxfGhB+5TGMt64aQk+T2GPttpogDucqLZddiMbVzTSWB7SC/w9h+HAY7pjzwFduyYdoyK2my5XJT6Pi6poiB4iWAM6l6Lq2Q+Ap6JZl7f2VhLIdI1365FkUwQYylbt8k0sNll/GWEVH1Oc7rUgsXY6VOmUxfFeC8ayMRgMi4bPXrluWv03LonSXbGF7bGVPGKfxEXLymgoD/I7Vc/Znc+SzbbSq0qplj6dzqVtByW5Ln4W/AyXoCuYHlOl+OJabOLH9hIBwnU6Ei0brCYS69ObRj2+iSfiRJfllAuP2JNaNnagbGhMeHZKc/lSHXRRzimB4kmCsWwMBsMJi4jw1tOX8qb03/IN17tZW1tCyOfhB543E8504e14iTusC+hSUdRj/wpPfoP7Q6+jrXQzANGAh26ieJI69DnRtpc+FaKuTq/l2KF8aPTkWeRVQu+beUk1A0MJOMedc9CJbUvM3l6bYLqLmLdi3Azcs4URG4PBcELz1i2NuEQ4ZWkZHrd+JHZWnMoTQe1ee9zeyOP2BqRrN/FlF/PZvrcORrOJCAOeCkJpLSZ2tw57XubsVZESJxghNvmCfmpAu9rutbaSVl7sktHVWIZwh7XYZGKdE/YZl7Yd8KP3wKNfGdluW0SsXtL+4hYwNm40g8FwQlNXGuALb9jAqpqSwbbTl1fw8Seu5f3+OtINZ/FPh+twbXo73+3cgPLH+Pilqwf79viWUJb6PVhZfAOHOKRqucRZR/I4+1ZSPUcJTKwfJJxItKfcm1mffgPfK1s2YV9PiRaFeG8HkzjmRhJrh29dArmkDmI4b1jJhngnLmyyweKWVTGWjcFgOOF5/znNnLt66C/7j128ioS3kn9OXs1VpywjXNvMx/6whKcO9vB/X7eeqsjQQvpgCevu/ZQmW+j0NgzW7QlWaLGJd01eHDjVr62UpQ0N2LgIeCd+NAeilc6YAgIP8nTv00JT3gR9o0Kx81ZXSfHCnsGIjcFgMIyhMuLn45euRgTOW13FFRvrCHrdfPntp/D200Ym1cyWLtcHex/AjUVfydAGzJJKx7LpnVxsso4b7aLNazl3VRWrh1lZowmV6qwF6YFpVBN20un8dmCpLik9LHQ6d0wnH1XlzYVfbwYYN5rBYDCMwwfPbebS9bU0VYX5xKVr+NjFq8cNqQ7UroH9YL1yN24gW75m8FxVaZQeFSHXN/lem1y8m6xys3ZZHbefuXbSvpFoOTnlwop1w6v3wqpLwTV5raCejiOUA79LLuNiLzoVT2AjAJl9vyehQohTVK5YGMvGYDAYxkFEaKrSudPcLplw7051/TKSyoccehyASOP6wXM1UT8dqnTKAAGV6KaXMGWhqfe5lEf89BKh7sDP4L/fAbvvm3JMzEke2lt2kr7fsKwGrsOP84y9huqS2c/0PBwjNgaDwfAaaKqKcFDV4lI5DtvVNNcPLbSXh3x0UI4nMbnLS1I99KnIiGwIE1Ee8tKnwoRTjoC1vzzlGGugnT4VorRBW03J9gP6RLyLQO8enrHXsrKmOEXT8hixMRgMhtfAssoQB5VeXN+tGlg17KHtdgn97goC6cnDlN3pXvolMhhYMBlBr5tehtZ0sm07p55kvINOVUpz8wrSykO8Q2c64PCTAOzyb2SFY8UVCyM2BoPB8BqIBry0eXS25H00Du6xyZP0VxLJdevSyxPgy/QRd00cFDAcESHh1n1TykusZWrLxpXsoosoJzeW06oqyXU7brRDj5PBQ2D51qJu6AQjNgaDwfCaiYeXAtAfWTG4MTRPJlCNX6Xh/i9A2/jC4M/1k/KUFn4/Tzkp5eVn1jmE+/dNKmQA/nQXA65SllXovG/u/hYA0sd2steu59QVdZOOnw2M2BgMBsNrJF61iaxyk6g5dcy5VNQJjf791+CRL+rjbHJEn5A1QMZXuNjcXfZuPpD9LC+pZnx2Qhdem4RQtoeEt4LykJc2qdFVT4F05wFaVDVbmwoq7/aaMGJjMBgMrxF3wxY2pb9FZOlJY851LLmYSzJfQW26FvY8AIefhn9aCrvv1x2sLCGVIDcNsUmXLOdxeyNtfkfIOnZN3Nm2CFt9pP0699lAsJ6SXBdkU/hiR2iTajYsiU7n484IIzYGg8HwGlleGSJJYNzNmNUlQfbadfzd3pWQ7oM7rwc7Cw/drN1fx14EIBluHDN2IpaUBamK+Fh/8lYArPZJxCbRjQuFHdQZEtIR7fLj2HYCdpx0pAGvu/hSYMTGYDAYXiPnrKriwrXVbFsx1h21ZXk5SyuC/DK2lixe6N5HMrwUjjyj6+Xs+hWWEo5Vn1vw/T59+Rru+ui5NDYuo1eFiR+ZJEjAyTitnHIEmQpn0+ir9wKQKylc5F4LRmwMBoPhNVIbDfDdD5xBZWTspsxNjWU8+tmLeetZa3ncXo+Nizd0/x8Svkp44G+xX/klz6i1eKOFJ8IsCXhZUhZkVW0J+1Q9uY7dE/bNxbTYuCM6zY23bh2WEqxdv9bt5cun81FnjBEbg8FgmAMuWVfDzdlrucn+CHtVA/9i/xG0PIWr42Xut05jQ/30101W1UTYr+rw9e2fsE+8+ygA/jK9F6ixupwDqg53+0sAhGqKmxMtjxEbg8FgmANOXVZOa3A1d2TO5uJ1NXw3dgatNecB8Dv36Zy1snLa14wGvHR4G4mk28ZEuOVJ9Oi8bKFyHd68traEXUqv2ySVj8qaJTP5ONPGiI3BYDDMAW6XcOn6WkoCHr567WZOaijlfT0f4pPu/8vy1acUlD1gPNL50OqeA/q1a+9g0AFArrcFSwnRCu1Ga6oKsxstNq2qkobyiauCziZGbAwGg2GO+MIbN3D3x84jGvDyj28+mX0xL3fGT+LSDTOvJeOqdEoadO3Vr3d/Cr7/FrCyYOWo3P8LnrTXUxkJAOB1u+gv0cXfWlQ1jeXFTcA5OM85uYvBYDAYiAa8LKvUlsSmxjJuuGAlQa+bi9bOvEpmqE6XNEi17wbbhiPPQbxd7+l59VeEkkf5rnUFleGh4AWXU06gzVVDaXDq5J+zgalnYzAYDPPEZ65Yy4fOW0FFuOACz2NoqK+lS5UgR18l0L0P0k5htKf/C5Ld9PjqeCS7lWhw6HFfvnQtu/c2cCB8ctFzouUxlo3BYDDMEyLymoQGYHllmIOqFqtrH7T+AYDH1Umw535U6x/4UvZtXLS+boSorKkr57LMF9lZ+/rXdO/pUFSxEZErRWSXiOwRkZvGOS8i8jXn/HYR2TLVWBGpEJH7RWS381rutDeJSFJEnnd+bh02xici3xSRV0Vkp4i8tZif22AwGOaK5ZUh9qs6Av37sY48S0p5+Vzmg7TUX85vtn2PHyTP5v1nN40Ys7ZOZzpoKJub9RooohtNRNzALcBlQAvwtIjcpZQavtX1KmC183Mm8A3gzCnG3gQ8oJS62RGhm4DPOdfbq5TaPM50/hxoV0qtEREXUPyscwaDwTAHhHweOnxLKUk/Rublu9mhmjikavlI9uP0bc+yvt7DGc0jH3kNZUEuXV/Lxetr5myexbRszgD2KKX2KaUywI+Aq0f1uRr4ntI8AZSJSP0UY68GbnOObwOuKWAufwz8E4BSylZKTV7JyGAwGI4jnqt8I0fd9fgGDrHdXsFbTm1ge0sfvYksf/mG9WPWZVwu4b+uO52L1i4OsWkADg973+K0FdJnsrG1SqmjAM7r8G+rWUT+ICIPi8h5ACJS5pz7OxF5TkR+LCLjxhmKyPUi8oyIPNPRMXkZV4PBYFgoVNQu5UP8FTtLzubXngv5whs38PFLVvPrT5zH2Sur5nt6QHHFZrwQh9EVfibqU8jY0RwFlimlTgU+Bfy3iETRrsJG4HdKqS3A48CXxruAUuqbSqnTlVKnV1fPPBTRYDAY5pLVtSXsiEe5Nv5JPI1bKAv5+ORla6gvnbs1makopti0gLNNVdMItBbYZ7KxbY6rDee1HUAplVZKdTnHzwJ7gTVAF5AA7nTG/xjYgsFgMCwS3n3GMs5aUUlvIsumxrL5ns64FFNsngZWi0iziPiAa4G7RvW5C3ifE5W2DehzXGOTjb0LuM45vg74OYCIVDuBBYjICnTQwT6llAJ+AVzojLkEmLpot8FgMBwnBH1uvv3+07nxopW858xl8z2dcSlaNJpSKiciHwXuBdzAd5RSO0TkBuf8rcA9wOuAPWjr4wOTjXUufTNwh4h8EDgEvN1pPx/4WxHJARZwg1Kq2zn3OeD7IvJVoCN/H4PBYFgshHwePnPFuvmexoSI/sPfMJrTTz9dPfPMM/M9DYPBYDiuEJFnlVKnj243GQQMBoPBUHSM2BgMBoOh6BixMRgMBkPRMWJjMBgMhqJjxMZgMBgMRceIjcFgMBiKjhEbg8FgMBQds89mAkSkAzg4w+FVgMksPRLznYzFfCdjMd/J+BxP38typdSY5JJGbIqAiDwz3qamExnznYzFfCdjMd/J+CyG78W40QwGg8FQdIzYGAwGg6HoGLEpDt+c7wksQMx3MhbznYzFfCfjc9x/L2bNxmAwGAxFx1g2BoPBYCg6RmwMBoPBUHSM2MwiInKliOwSkT0ictN8z2c+EZEDIvKiiDwvIs84bRUicr+I7HZey+d7nsVERL4jIu0i8tKwtgm/AxH5vPO7s0tErpifWReXCb6TvxaRI87vyvMi8rph506E72SpiDwoIq+IyA4R+bjTvqh+V4zYzBJOSepbgKuADcC7RGTD/M5q3rlIKbV52P6Am4AHlFKrgQec94uZ7wJXjmob9ztwfleuBTY6Y/4jX+Z8kfFdxn4nAP/q/K5sVkrdAyfUd5IDPq2UWg9sA250Pvui+l0xYjN7nAHsUUrtU0plgB8BV8/znBYaVwO3Oce3AdfM31SKj1LqEaB7VPNE38HVwI+UUmml1H50qfQz5mKec8kE38lEnCjfyVGl1HPO8QDwCtDAIvtdMWIzezQAh4e9b3HaTlQUcJ+IPCsi1ztttUqpo6D/gwE18za7+WOi7+BE//35qIhsd9xseXfRCfediEgTcCrwJIvsd8WIzewh47SdyHHl5yiltqDdijeKyPnzPaEFzon8+/MNYCWwGTgKfNlpP6G+ExGJAD8FPqGU6p+s6zhtC/57MWIze7QAS4e9bwRa52ku845SqtV5bQfuRJv5bSJSD+C8ts/fDOeNib6DE/b3RynVppSylFI28C2GXEInzHciIl600PxAKfW/TvOi+l0xYjN7PA2sFpFmEfGhF/Dumuc5zQsiEhaRkvwxcDnwEvr7uM7pdh3w8/mZ4bwy0XdwF3CtiPhFpBlYDTw1D/Obc/IPVIc3o39X4AT5TkREgG8DryilvjLs1KL6XfHM9wQWC0qpnIh8FLgXcAPfUUrtmOdpzRe1wJ36/xAe4L+VUr8WkaeBO0Tkg8Ah4O3zOMeiIyI/BC4EqkSkBfgr4GbG+Q6UUjtE5A7gZXR00o1KKWteJl5EJvhOLhSRzWhX0AHgw3DifCfAOcB7gRdF5Hmn7f+yyH5XTLoag8FgMBQd40YzGAwGQ9ExYmMwGAyGomPExmAwGAxFx4iNwWAwGIqOERuDwWAwFB0jNgbDIkFELhSRX873PAyG8TBiYzAYDIaiY8TGYJhjROSPROQpp3bLf4qIW0RiIvJlEXlORB4QkWqn72YRecJJUnlnPkmliKwSkd+IyAvOmJXO5SMi8hMR2SkiP3B2pyMiN4vIy851vjRPH91wAmPExmCYQ0RkPfBOdKLSzYAFvAcIA885yUsfRu+sB/ge8Dml1CbgxWHtPwBuUUqdApyNTmAJOmPwJ9A1lVYA54hIBToNzEbnOn9fzM9oMIyHERuDYW65BDgNeNpJTXIJWhRs4H+cPrcD54pIKVCmlHrYab8NON/JO9eglLoTQCmVUkolnD5PKaVanKSWzwNNQD+QAv5LRN4C5PsaDHOGERuDYW4R4LZhVSnXKqX+epx+k+WRGi/FfJ70sGML8CilcuhMyj9FF+D69fSmbDC8dozYGAxzywPA20SkBgbrzC9H/198m9Pn3cBjSqk+oEdEznPa3ws87NQ6aRGRa5xr+EUkNNENnToppU655U+g68YYDHOKyfpsMMwhSqmXReQv0FVMXUAWuBGIAxtF5FmgD72uAzq1/K2OmOwDPuC0vxf4TxH5W+cak2XQLgF+LiIBtFX0yVn+WAbDlJiszwbDAkBEYkqpyHzPw2AoFsaNZjAYDIaiYywbg8FgMBQdY9kYDAaDoegYsTEYDAZD0TFiYzAYDIaiY8TGYDAYDEXHiI3BYDAYis7/Bxx+mumdFITgAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch:240/400 error_train:1.0985577863730729 error_test:1.09855929702002\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch:260/400 error_train:1.098546981553072 error_test:1.0985485797288523\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch:280/400 error_train:1.0985513704580108 error_test:1.0985530828659027\n"
     ]
    },
    {
     "data": {
      "image/png": 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LxuMPUZo6CICthHK7BTIJOPwGJNpHdwDxVqCv2CRiJhinwWAYX4zYjDI9YpNKdGH1WDaBEDvKzwbgR7Y+m6pad8Jdl8HzPxy9h7/5a/jWLNj3pz5ZQY1lYzAYxhsjNqOML1QEQDrR1RsM0xcIsyO0hIbkfWwp0aLTtfMlSHVy+FDjqD07vXc9AM6WR1FWNg5bKmEsG4PBML6YqM+jjC+kLZtMohtb6X0abzDMx1bPQhCWljfAryGx6wVKgMPNLdSO0rOfPyScD+zZtRWcaG95JlHwkHAGg8EwLMayGWX8rmVjJWM4ab1n4wtEKA75+cxb5zF92gxSyo/ngM6O57VGL99MyHH3iDr2InY2DptlxMZgMIwzRmxGmUC4GAA7FcPuibwcyB7onFoe4aCqoKJ7m75nxSHWMiqOAiFHC1dlfGdfsTHZOg0GwzhjxGaUCUb08pWdiuG4OWX8wXDv/XDAS7OnCi+OvmfH4Aenwr/OPO5ne5IdABQ5nZSmDtClsmd+DAaDYTwxYjPKBCMlgP6Bd9z4ZP5gpE+djkBN73XATkBP6uaO43MW8GSyFsyU+FY6iPaOxWAwGMYTIzajTDis92xUOis2gVC4T51kuK73umefBcB5/Vd9O+vYDz+5FLoO5/Vsf7qLTqWFLep0EZcolvKg0kZsDAbD+GLEZpQJhwIklR+VjqN6xSbap45dXJ+tr+JYSn8N8T//b596av962PciHPhzXs/2W13sV9nUBY4nQJwgGLExGAzjjBGbUSbo8xAniGTiYLkJzIJ9s9l5y7PZE6Ik8IlDlwoTaXm9NwIAwJ59OqxN475deT07ZHdzxJddorM8fhKEkIwRG4PBML4YsRllRIQkIcRKgJUkqfwE/d4+dSJV2hnAUdl4aY/YZ+BBoXat6y2Lt+nls+6W/PZywk6MRLCGjNLPsyVAUkJ4MsMmKO3LoY2QMt5rBoNhdDFiUwCSEsJjxQmmWkgQxOft+89cUjuLlPKxQ2WX03aUnEG3CtGx6YneMhU7ot/z2bNRiqiKIeEyOnViA2yPn6SE8Vp5ik0mAXecA7+6Ib/6+aAUtO0evf4MBsOkxIhNAUh7QhSnm5jf8nv+wMoB92trargy/U3u4W29ZafMnsULzkK8O5/UP9CAJPSSmjfWNKCPAVhJ/FhIqIRu1wvN9gRIe0L47PzERrmikGl8Oa/6ebHtMbhtBXT2T9JqMBhOJozYFICEJ8qsxCYCTpKHo1cPuF9XGmLqvGXMnJ7du5laV8f68LkUJw9opwDAl9RiE0w2j/hMJ96uL0JlxDyuy7MnQNoTxmcn8xp390Gd1G1bPDpCzfxJtuwBZaO68/OoMxgMJyZGbArAXSV/xeNyFj+zLuassy8YcN/n9XDPR89gUUN2GS1YUol1yjuJqSDpDTr/WyitxSaSbhnxmbGuNgA84RKSHu1+7XgCWN4wASc/y6Zj/2YA2jwVedXPh237DgGwv6l1hJoGg+FExohNAahsWMrHE5/iVu8neO/p04esF3APgAJESyu4YuU8fuecDpseAqWIWDoiQKnd0ru0NhSJTi1Ivkg5KZ971sfjx/JGCDj5WTbp5p2Azr8zWjhuqJy0SXNgMJzUmKjPBeBr71jE25fW4fEIRcGh/4n9YTfagBKKSiqZUxpmfXgOgfSzkI5R7HSQUn6CkoFEG0SGtjgSrmXjj5aS8RdDChxvAEd8hGKJvMbtbdcu1kWezAg180eldBDQjInPZjCc1BjLpgCICKsaKlgxo3zYeqGoFptuwpRGgogI06ZpS8hu20OQNNvUVAAynYeG7SvdrcUmWFRBxq/7Vd4Aji9CkNRwTXuJxPYC4M/TEsoHT1qLjZUwZ30MhpMZIzbjSChaCkAHUUJ+/VUESvShzO7GNwDY7dVncqzf3zqsR5cV08to4ZJKVNBdnvMGUP4IIdLg2NnK6Ri07OjbgW1RntaCNqpik9FiY6dMmgOD4WTGiM04EnYtm7hEEdEHPIMl1QB07dsIwP6y09nu1BPe+hBs/NXgHQHejj0klZ9weR0qVAaA8gYhoD3LVDrnx/65f4c7LwDHyZZtfxwfWpCOWmy6DkNm8DY9+XqUOSg6thzZBt15uMwbDGOEEZtxJBoJk1J+4t7i3rJw2RQA7CbtGRacMp+3pr9NQgXYt3fHoP0A+Dt2s0fVUlkcwuPuBYk3gLhik85JDd22fyukOsE9x4PjYD/5z+x2avm1vfroxeY/zoPnfzjoLZ97oLQnkZxhjPif6+D33xjvURgMvRRUbETkchHZIiLbReSWQe6LiNzm3n9NRFaM1FZEKkTkcRHZ5r6X59xbKiLPi8gmEXldREIiEhGR34rIZrf81kLO+WgI+710EyKZIzbFFVpswm1bAFg4dw5fe8diDqlyEkf2Dd1X1x4OeusoDvnxhd1/El8QCWqxScayYtNySPeTbneX5d5ci7fpdX5gXYMTLCGojkJsHBu6D9HZPPjYAra2bCRtltHGEjveRrpz5PNZBsNYUTCxEREv8CPgCmAR8H4RWdSv2hXAPPd1A3B7Hm1vAZ5USs0DnnQ/IyI+4F7gRqXUYuACoMet6jtKqVOA5cA5InLFqE/4GPB4hNeZx77wwt6y8vJyUspHTXIXGeWlqHYWHzlnFq2eSvyJfssi7Xvh3nfDf15CRWo/HWHtXOAvKtP3fUG8Qe0GnYpnxSaU0vs7nc2N4NjYv/9ndjCV+IKrKCspI6jycygAeiNK7zo4+A9b0I1eIEcTn81w3HTH4+w5ZMTGMHEopGVzBrBdKbVTKZUG7gfW9KuzBrhHaV4AykSkboS2a4C73eu7gavc60uB15RSrwIopVqUUrZSKq6UesotSwMvA9MKMN9j4ovBL/PMlA/2fi6PBmlFL4PtU9VMKdNi0emvIprqJzaPfxW2Pw6NfyJAmnRJAwCBIu0iLb4g3tBAsSmy9PJZrKUR9jyHt2Ur/5a+ms9euhDlDxMiNeK5nh56zs+INbg1FFJGbMYDn7LwmGjfhglEIcVmKpC7ttLoluVTZ7i2tUqpgwDue09M/fmAEpFHReRlEfnb/gMSkTLgHWiLaAAicoOIrBeR9c3NY/NX4Vfevoi/PHdW7+eAz0O7aLFp9NRREQ0AkAzXUGr1PdzZufd11jsLsN3o0d6qOQD4qmbzjL2E9oql+N1kbpmePRvHptjRh0VTbQfpbtJnayrmr2ZhXQn4wzpltZ3Oa/yJmBaboYJ9hlXCvd/vh++RL8Iba/N6huHo8WGNqlehwXC8FFJsZJCy/n8uD1Unn7b98QHnAn/hvl8tIhf3Pkgvs/0cuE0ptXOwDpRSdyqlVimlVlVXV4/wuNHh7UvrOW16WZ+ybo92iW4Pzej1UrOjUwiS1oc7ARybUNceXmU+f3L0MlxR3XwAykpK+WDm78hULsAf0vtB09Z9Hp74B4i3aDEBnM5DHGjcDcA7z1mm+/XriNFOKj9LJBnTwuUdLP6anSHormT6rL4HS9WG/0Jt/k1ezzAcJUoRJJN3mCKDYSwopNg0ArmxWqYB/Q+KDFVnuLaH3aU23PeetaVG4Gml1BGlVBx4GFiR08edwDal1A+OdUJjRcKvN/hTpVmLhxIdRy3Tvl9/7mgkQIZo/QIe8l3Ka84saqZpy6ahKsoPP7CcyxZPIRjRYhNINOOs/ymptv29XXpih3A6D9KtQtTXaHGVgBabVCK/8DI9y2iDBfvMdXf22Tlik44jVpK9+4Z2eDAcB44FkHeYIoNhLCik2LwEzBORWSISAK4F+q+brAU+5HqlrQY63KWx4dquBa53r68HHnKvHwWWut5nPuB84A0AEfkGUAr8dQHmOeqkgnrPxVM1t7csWKZXETub9A90qmkbAIHquWQWvot3pv+ZmVVZr7a3L60nEvD1ig2AJ9lG4o1HAEgqP4FEM9LdRLMqo6pIL9d5XFfpZDy/9f60uxc02JJNKiceWu5f2SquHRQkfiSvZxiODmVpB4/Q0XgVGgwFpmCx0ZRSlojcjBYBL3CXUmqTiNzo3r8DbX1cCWwH4sBHhmvrdn0r8ICIfAzYC7zHbdMmIt9DC5UCHlZK/VZEpgFfBjYDL7vLUj9USv1noeZ+vNihSuiE4voFvWWRKu3T0H1kH5VA2943mAIUT1vIZ+bOY+XMcsrd/Z1cQtHiPp8DG/8HgM1qOvXpIyiEVk8Fs9wEbxLUlk06mZ+rcs9ekN8Z6MGW6GonBMRVkKCTtWy625spBsJWe17PMBwdViaNH7KOHjLYqrTBMLYUNBCnUuphtKDklt2Rc62Am/Jt65a3ABcPbAFKqXvR7s+5ZY0Mvgc0YdlTfznf3d/GxdPn9ZaV1UzHVkLNhu9D1yuUb36UuApSN7WBGZURPlA5Y9C+wpGi3utGVcW0rt0A7PTO5hTrGRTCXv+c3jpe91xOOp6f2FiuKAUG+Su6Zz+nSZVRnmPZxNubKAaK7fa8nmE4OjLpBH7Ag9LZV92lUYNhPDERBCYgpfXz+bHn3cyuyQpFbWUZn8h8joOBmajtTxJMtdBKMbOqi4bpCSLBrLXzjcx1vdeJ0rmESFFpHSYZyjpD+F2xySTzW0ZzUnqpbLCDoClXbFo95YTI3k906OWzEOneczq9ZBKw+WFImpQEx4qVznoSKnOY1jBBMCkGJiDXrJzGefOrKQn5e8sqIgG2lr2Fiw6vRHC43PMSbZ4K7h8mhQFoV+oe0vPfztodL1JFB3b9KmgHHzZWpKa3jj/UIzb5/UgpV5RCDHSVzsS12HT5KwlmNoOdAa+fVFfWrVz9+V6kdDqccqUu+PO98PDnwRuEz7zS6xgxKK07oXEDLH1PXmM9Wciks8KeincTKqoZprbBMDYYsZmA+L0e6svCfco8HuHxz53HU5ubeONAJz98ysOlC6bk1d9j9kreUDP5xzWLOfdfPwUovtOwmM5NYUokAcW12We753KsVH6WTc9fzn6sXjGhZQd07sdy93OSwSrIgHrmu8hZN2F352QeffTvYMqpvWIT2/caUQA7Be37hheb9XfB8z+CxVeD1/yn3IOVye6fJWMdjF4qPIPh2DH/h04igj4vly+p4/IldXzq4nn5HvLnhszfAPDX5RF+9pdnsrslxlnza3jh14u41LsBf2n2Bz3gik2+52xyl8FUJo54S+EP34Rtj2PPuxGATLgWukH+8E3wR3Bi2RTR4li0txymzP3csdcVG2B/0xGmDr4VBUDz4QNUKweS7RCtym+8JwF2P8vGYJgImD2bSYrf6+mzRDYcP/3w6TzymbcAcM7cKv7izJlMLQuzMbwKgGCOc0GwV2zys2x68tUApN0ltbbGLZBsp6R5A50qjF2cDRzRkgRPsrU36gFAIOUeVFWK0q4dvOJoh4V49/D7Nq3NOv9Ousu4UOeSa9mkE0ZsDBMDIzYnAReeUqND0fSjfcG1fCj9RYqmntJbFnS91/JNCeDJiXmWcs/m+Dr2AFDXtI5tahrlYW9vna17D+BNtbNXZfcRIiTASkOsmajTxRuizxdZI+wbBTLtAMTaDuc11pMFu4/YGEcLw8TAiM1JzBXLZvJG5AxmV2U92sKhsLY6cgNnvvJz+N8PD9qHLycmWirRBamu3thrfifFPl8DasqpvXWKiBFIt3OAGtIqK0IkWnEO6+ykHeW6vpXq1udEHv0yHN5Ef4IZ/UMaazdik4uVyTprWHl6FRoMhcaIzUnMWXMqWf/3b+1zGDQc8BEn1Eds7Jd+ApsehM6DA/rw2dl66Xg3qm13n/tdpfM4EplLQ/JnHFZlkOggbHWQCZb1RrcGSHY0077ndQD8M/XynpOKQfdhnZjttQcGPDtquwFFO3KW0Y5syzti9YmKk2PZWEmTIdUwMTBiY+iDz+uhmXJKYrt1QbID2f8yAPbeFwfUD9hx2pV7EDQVo/PAdt1MabdtT80pXHRKDWuWTaVDRfGmO4jandjBMtaziJccHTy0q+0wmV3PcUiVM32OtmxUqptMh96XadrzRt8HOw5FSi+zZbpdV+pDG+GHq+C520bnH2OS4lhZscl3781gKDRGbAwDeF5OY0bHeoi3wpZH8GAD0LH1Geg6BL/5bK8XWtBJcAQdpdpKxug8qMXmOWcxAEUzllIeDfBv1y4n4S0mmG4jqmJYoQpujXyer2Q+CkCivYniQ8/zR2cxp86oJKV8kInT0dwIgNPSL1B3qiMbvdp1pVYxLTrOq/cX6p9mUmBbOYc6U8ZBwDAxMGJjGMCuinPxqzTctgwe/ARxFeTPzlzsPS/CSz/R51t2/xGAoErQ6SkDwErGyRzZSaeK8NvA5fzGPpOG6Q29/SZ9xdQkd+NBkYnU8onzZnP56To9gm/fc0QybeyMrqS2JESCIKTjxFt1sO/yZGOf5TEr96xOQrtS79in69rN2wv0LzNOPPfvsOuZvKvnLqOp/hEaDIZxwoiNYQA1iy8iroI4qRjryq/ha9b1vMhiKjreIL3+vwHo2K2X1sIqScynUyLY6Rie9t3sVTV4TrmST1mfYW5tNhBoylfS6zxAST0fPKuBd6zWFlD5Hh2N2jfnPLweIU4IseKk2vU+UVAloSu7ZxRrz2Yt9SW12ChXdPwqDb//Bhzut/Q2WVn3HTgKa03lLKOJERvDBMEc6jQM4PzF0/m7Jz9GJxF+f3AF0yvCeKpTxPc8TnFc/+B37/kzpek4QdIkg5WQATsZo7h7F9t8s7n5ormcO6+KaE44nUygBNzgz8EKHcW6rKSEmAoSTR1ht1PLokVLAEhJCE8mhtOZ9TSzjuzA50YUiLU3Uwp0qTCBtD6nY3VnD4uy7tvQugve/ZNC/TONGVYqTkdLE5V51lfuMlrPUqTBMBEwlo1hAPNri3il/FK2l53Lg588m/v+cjWnLlzEl9IfY6+q4UXnFIqbX0bdeT4Ah0qWAjpfTnnmEO3hBmZWRlmzrG8WcCdQ2ntdUjMTgNKwnza09fOcWszq2fonNSUhfFYCiTURV0EAOhrf7G2f7NT7M7vUFEIZbS058RyxAdqODPSeKyjJTuhuGrne0eDY+FSatpb805T3iE0nUTz9MqQaDOOFERvDAESE//nEWfzm0+eyfEY50ysivO/06eypu5zzUj/gRbWEknQTtGznw+kvsLfuMgCKOrbgQWFVzBm0XxUqAyCl/FRW1wHa+61DtAt0Y9nplIa1F1vaE8JrJ/AnmtmkZpJWXmIHt/X2lenSezb7vVN7XaBJtHFYlbEqeTsP2uegmreO+r/NsPzio/CdeaMbsdrSoWcCVv4uzI6txaaDIryWWUYzTAyM2BgGpbYk1CfqtN/r4d/fv5ybL5xLdOZyAB6wzmdr8VlctXImKeWjtF1bHsHa+YP2KZEyAA6pcqbkBBqNebXYBOed31uW9kbw2QnC6SO0eatoopx0e9ZSsWKtOErojsygWHWDncGbbKdNFROpqGObM5UKuxlSY3fOxD74mr549nuj16cboy5sH4WAuYc6u6W4bzpug2EcMWJjyJuGqiifv2wB/vkXcYf1Dv7Dfx2PfOY8FtWVkCBIRUq7KZdPXzRoe19EOxI0eyopytnLaQzO5QVnIctPyYqU5QkRdBIUW6040RpaKENiOZEC4i10ECVRob3ZePpf8afbSXiLWfe3F1I3Ry/tcSRrDRWa19PaWlMv/gfY1qj02RNvLuwchYVip3GUkPRG8RuxMUwQjNgYjprFM+u41Xo/H7lkFaURPyJCEr2v0qXCzKyvHbSdL6rFptNX3af8NzU38kH7K6xqKO8ts3wRipxOoiqOFa6my1dBKJmNFBCMHeCQqqBj5uX8j3UBrPs2dcntJHzaSgrXaxGK7R87jzSvrZe8JBOH5s2j0mfSjdocUXFwnPwaOWky+LB9RmwMEwcjNoajZuXMcn5987lct3pmb9kvPHrf5nU1m+kVg6chDhXrzf9EuK8YvX1pHZ84by6RQNbasb1hSpW7dFRUSzxQRbGVPVtTGt9Do3cqZ8+r4r+dSwGIODFSfu2EUDVjIRnlpWPfwJhqhaLIa7HD0daNtW/9qPTZY9l4UJDqyK+RlSaND8cXJqiM2BgmBsb12XBMnDqttM/nXxVdy4NHVhAMF/Owd/C/YYJlOtJzOtrXS+1dK6YNqOv4o9kPZTNJdzRSkujQCdqUoiJ9gLbIOVwys4K3X3wB1joPPnGwgmUAzJlSzmHKybTuO45ZHh1+J8mrajpVqgN7+wtUnP7h4+4zk8yJURdvxxsuH6Z2T8U0Fj5sf4RgbGC6boNhPDCWjWFU+Pa7l6Iq53PGsqVD1olW1PPB9C3sm3n1iP0pf9Y68lfPRvWkNu5ugvY9eHGwSmcD8NZTZ7Jb6ayltis29WVhWinF6RplV+RhCKgUgVARrzpz4MDL+TXa8zys/+mQt3PTc8c7W4esl4s4GdeyiRAiNXIDg2EMMGJjGBVWzqzg95+/gK+/c/GQdWpLQrziX8H86Xmksw5kxaZ66iw8xXp5KtV+gNThLQD4arRDQUNlhK24CeDcv/y9HiHmK8smZhuMVJdOX5BoH3k8eRBwUoQiRWzzzaOsa5u2wkbixdvh8a8OedvKyZia6GwZsl4u4qSxxIfyR3W67pxYaQbDeGHExjBmFAV9rP/KW7ls8eAOBLmIa9l0qjAzK4sIlmuB6mzeT9s+7WJdOl0nffN5PbRE9dkebzR7zj7hLydiDWMNbHpQpy/Y/sQxzac/AdI4vhDB8no8OHmdt+k6vAtSnZAcfD/GzhGbZFeelo2dwcKfFeyMOWtjGH9GFBvRTD+WzkXkchHZIiLbReSWIfq+zb3/moisGKmtiFSIyOMiss19L8+5t1REnheRTSLyuoiE3PKV7uft7vMEw7gQ9HnJ559fgjqhW7MqoyIaIFqp93nirY2kDm2lVRUxvT6715Oq0haVtzibATQVrKTYbh8yv01q41oAuva/Oej9o0IpQqRQvhCVldrbLh0bxqrqoX2vbt7ROOhtO53d4E935yc2HieDJT4koP8N03GT08Yw/owoNkopBfzf0XYsIl7gR8AVwCLg/SLS/wDGFcA893UDcHsebW8BnlRKzQOedD8jIj7gXuBGpdRi4AKgZx3jdrf/nmddfrTzMYwt3qB2EOjwlCEilFZpsUm3HyLS/ApbnBk0VGWX2tTcS/hk+tNkpp7RW+aEKwlg9T3Y2bQZnv42pLrw7n4agNZ9o+CmbKfxoFC+MIEi/fdPfKRlr3RMiyEQb947RLdZqySTj3gBHieNLX7E/TdMxU2aAcP4k+8y2gsicvpR9n0GsF0ptVMplQbuB9b0q7MGuEdpXgDKRKRuhLZrgLvd67uBq9zrS4HXlFKvAiilWpRStttfiVLqeVc478lpY5ighEXvM3T5KwCoLiumRRUTPbye6thWNgRW9XGVXjazioed1Uwtz3qxSZG2MJzunLhir94HT30D3liLz0nTqSIEOnYd93hV2l3u8ofxu+eJRtxjac96ynU27R6835xlNCfPvSVt2fjxuNZhKp6ny7TBUEDyFZsLgedFZIe73PW6iLw2QpupQK7faaNblk+d4drWKqUOArjvPesm8wElIo+KyMsi8rc5z2gcoq8+iMgNIrJeRNY3N+cf+NAw+vR4n20t0n/jVEQDPOcsob7leQAOTbmwT/3TGypY94ULWTI165LtdcUm1pYNc3Nk/w4Aklv1Ps06Zykl8cGtiqMh5Z6HEX+EoGvZJLuHt0QSzVmRSx0ZfAwqo5fROlUEEvmJhsfJYIsPX0gLb9JYNoYJQL7nbK44hr4HW5jvv3g+VJ182vbHB5wLnA7EgSdFZAMw2C7toH0ppe4E7gRYtWrVyZ3IfpzZXbyKL6f+lUU1elnM6xHuCl3HZZmX2O9UsmTpygFtZlT2PUwaLNOOCN2th+nJqpNo3g2As/MZOlWYbf4FvN15QWcljVQc83jTiW5CgPjDhIp1P5kRxKbz4A7C6BTa9hB7NiqTIKV8tKkiJM9DnV5lkZQgvpCetZU0YmMYf/KybJRSe4Ay4B3uq8wtG45GINexYBpwIM86w7U97C6N4b73HKRoBJ5WSh1RSsWBh4EVbvm0IfoyTFCWzyhjq5rO+87IRik4Y/lK/jr9Sb5ufZiLFo7s0RZ2xSbRdqi3rCipryOpZvapGkqn6bA2quX4snum3cOXnkCESKn2iLPiw4tN8sguUsrHm2omvq4h/pPMJEkSIO6J4E3nt9HvddLYHj+BsOsgkMjTQWDnH+DAK/nVNRiOkrzERkQ+A/wMvWRVA9wrIp8aodlLwDwRmSUiAeBaYG2/OmuBD7leaauBDndpbLi2a4Hr3evrgYfc60eBpSIScZ0FzgfecPvrEpHVrhfah3LaGCYoc2uK2X3r2zhrTtaV+ZMXzuWF8Hm0Tz2fmpLQiH2UVOizOf5DG6B1J1hpSu3sPsohzxTKp2ux6dq/5bjGm07oZTRvMExxUSmW8uCMsOzltO3lgKrkENWEk4cGrSNWgiRB0p4wYo2QCO2NtZCO4VUZHE8Af0RbNna+ls0jt8Az38mvrsFwlOS7jPYx4EylVAxARP4VeB7496EaKKUsEbkZLQJe4C6l1CYRudG9fwfa+rgS2I5e+vrIcG3drm8FHhCRjwF7gfe4bdpE5HtooVLAw0qp37pt/gr4LyAMPOK+DJOM0rCf+29YTWCIcDj9qSzTQTmn7/4l/OfT8PEndYwxl87wNCqnzcNWQtf+zZQcx9gy7ka+NxChJOKnkwgk24dvlGilTUpJR+soTQweccBjJUhJgLQnQslwOW1adsADH4Sr7sCrLByPn1BEz8hJ5Sc26UQXVqybwSPbGQzHR75iI4Cd89lm8H2VPiilHkYLSm7ZHTnXCrgp37ZueQtw8RBt7kW7P/cvXw8sGWm8honP/NrikSu5lEcD2Q/xI6QPbyWA3mwvkTip4uk01JTTqKqRI9vgR6th1UfhzBt0m5d+AvtehHfdOeKzLNdBwBeMEPZ7aSaKZ4RDnZLqIuMrQsLlBOMpsFLgC/ap47GTpAli+SIErGFC73Tr9AvpWDs+lcERH8EeyyaV36HO7lg3zXY7C/KqbTAcHfl6o90FvCgiXxeRrwMvAJM/ubvhhMbv9fCJ9F9zj3UJAIlN2tB9ydE/p96KBurLQuxhClXNL0Lzmzg7nsp2sOG/YOMv88pN02PZ+EJRRISYRPFmhhebgB3D8hURLCrTBYMkevPaCdKeIBlvhIAzdATn5kPaeXPr/sP4yKC8AaKRKLYSyFNs/CqNx5ngsdQOvgrPfn+8R2E4BvKJIOABXkQvcbUCbcBHlFI/KOzQDIbj51HnDG633glAaOtvANjk10ZuuHauDnUTnE7Eagegc6/r0R9vRR16HRwL2vfoKASdQ/uVOK7Y+IN6ESrhKcI/woZ+0Ilj+aN4Q3q5KzWI95rXTpHxhHRQzWHEJtaq93zsZAyfu4wWCfqIE0LlGa4mSBqfM8HjqP3HefDE1/PP7WOYMIy4jKaUckTku0qps4A8Q9kaDBOD33zqXDbsbsV5TAimjrDFmcbe2e/lbzZHuWaajq2WLG7Qf0YBJcn9kI7BnucQd38n07wNf/MW+J/r4JMvQPXAtNe2e6gzEHbPtviKCdqDuzP3EHHiWP4ivBF9Nije3U6wn5Odz0mS8ZRg+6OESWrRGyTcT6ZTi41Kx/FhgcdP0OehgyCSzkNsHJsA1sQXmx6sZJ9grYaJT77LaI+JyDUmpphhsrFkainvWDaVV5UO1Pk565Msmz+TX6nzaKjWrsFU6nuOEu1A0LyF+Jbfk1ZeANr3vYmz/8+gbNg6uG+J0yM2Id1nxldMyB5mY96xCZNEBYrxhl3LpmugZeNzUtieECpQhA8b7MHFoCdKgmRihEli+8JuBtWQzhw6EpZePvOqPCJVjxc5jg49h10Nk4d8HQQ+B0QBS0SSaOcApZQ6Hgceg2FMqIgGeFv6M5RJN2WzVvDeVdNZXF9CfVkYgHDdAtgGf3QW8xbvRuL7N2LtXMd6ZxHLPDtIHNrKgWQ704Dujb+j6JzPDHhGz49fMKItGytQTGS4k/vu/owKFBFww9skYwNdpQNOEtsbhIDuV6W6kH5OBACeuE6ZHUi340WR8WnRS0oYbx6poZ10Ag/gn8hicygbtCSV7CaUE+HbMPHJd8/mcqWURykVUEqVKKWKjdAYJhNnLDuVN9VMvv++ZQR8HpbPyGa8rJ42j9/Yq7ldvYuk8pPY/CQlndtYL4vZqabgad2Bv02HuQkf+tOgG/kqk8BRQsjds3GCpYRJZXPJ2Bb87D3w289Doh3LPYMjwRKC7jJaJt4+oF+/SmN7w71RsIeK4OxPaLEJp/S7csUp7QnhHel8DtlwO341cZfRrH0beq8zcZM2YbKRT9RnBzAnvQyTmn+9ZimvfvVSppQOPAzaUFPCzZlPU7zgfP7knELlzv8DIDn1HA54pxLt3k1pYg+bnel4lQV7Xxj4gEyCJAFCQb30pkJujLaEuzTWsQ+2PQYv/Rie/T6JLldswiWEirXwWYMEzAyqFI4vjMeN4JyMDe7hFs7o50TTWmwkqN2eU54wfntksenxpvMzcS2bzsZNvdc94miYPJg9G8NJQcjvpTTiH/RefWmIT180l89fuoC7RXuudasQUxaupjk6n/LMYUIqyf/Z5+AoIbH7pWzjWAtYaSSTIEGg98BpV7nOr5PZrI+KWa27e5ukmraRcHPT+MKlRErKALATrpAopSMeuDlyHG+o12NtKLEpcpPEFbvvPftAGW+EYB5i0xNuJ5CP2Gx/QseSG2M6O7JinDZiM+nIV2w+BzwApESkU0S6RGTkNIQGwyRARPjcpQuYV1tMaMHFvOTM5w/OMlbPncKuqe8k7W5tJqpPZYeqp2vnn3RDx4Y7zoWfX4vHipMm0JsYLl6zgi3ONFj/XwC07d8GwA6njpb9O0m5+zP+SAnF0SJSyo9Kdmj36u8vhtuWw2sP4MMmEyzDH9aWyqBxzjJJokqLRQi90d8ThDPpKybsjBxBIJPS+zp+rOHdilPdcO+74ZWfjdjnaBPLWTrLGLGZdOQrNqXAh4FvuHs1i4FLCjUog2G8uPH8uXwg/fd83ffXnDKlmDkNDTxknQ3AoiUreV3NJnrkVW19HPgzdB2AHU+ytOURkpLduF8xs4Kf2xfhP/wKNG8h0bQTS3nY4MynKHWQtCs2gWgZ0aCXLsJ6L6hxPXTuB0C9/r8AdEUb8PcG1RzkbzzXOSAXnxuqxvIXE8lHbJI51o89zMHOZDug8k7kNpqIlcRRWsytPA+qGiYO+YrNj4DVwPvdz13ADwsyIoNhHDl1WilXnDaDd66YiccjXLV8Kj/0XscXMjcwc/Z8DhUtIppphc792Fsfw0F4xb8MgFqyS0tLppbSXL0aAHXgFZzW3RxQlcSj0ymx27G7deiZYFEZQZ+XbiJ4Ul20N+tIAHEVxNn5BwDsijkEesQjMVA4Uu36jE2LyobyCblOB06wlBDprKPCEFi5SdoyySHrJbrbAdiy7/Cw/RUCr5OiDS26VjIPd27DhCJfsTlTKXUTkAQd9BIIDN/EYJic3Pb+5Xz1HToLeXHIz0WrlvAL5wLmVBdh168CQP3vR8i8/HNeceZwQ9fHAYjQ90f63DNXk1ZeWna9gr9rH/uoJVKtUyYEWrfqNm6omoRE8Ga6aTm4F0t5eMlZgNfJkFFeqqfP641zZg1i2XS36uRw+1RNb1kgqvulx1EhNfyqt5XOukenU0O7Ssc7tUWTb7y10cTrpGhXWmx6zjUZJg/5ik1GRLy4ScdEpBow8SIMJwVfuGwBP/vYmVQXB6mcv5ovZT6G1XmYUPdeHnXO5Iyli3h36qu8O/21Pu1On1PLDjWVzIGNFCf20xaow185A4BQmys2xVoMkp4IfqsLp/MgzZSx06Pr7VU1NNSUE3LFY7AIznE3E+lhbzb8QKhI9yuu2KRHWPayU7liM7Rl05N91DMOhyp9TppujxYbu8cSM4c7Jw35is1twINAjYj8M/As8C8FG5XBMIGIBHycPbcKgFUN5fzcvpiLrX/jQt89vDr9Or5x1RLWq1N407eoT7uGygjbmEFp66uU2G3Eo9N6LZvSrm10qTDFYb3Pk/IW4bdieONNNKsyVKUOibObOqaXh4lEi3CUDCo26Q69pNUVymY7jxbpZTevK1LxjpYB7XKxc360rWEsmx7HBsnjoOho43dSxD1u2oRMAprehG9Og+atYz4Ww9GTb6bOnwF/C3wTOAhcpZT630IOzGCYiMyvLeauD6+irjTEkUyIq1dMoywS4PHPnsf/3XROn7o+r4eWorlELP0DHStfRHmtFpuw3U03YSJ+fS4n7YsScmIEk810eCvw1uq4bUeCM/B5PURDfuIEddy2flhdzcRVECnSgtitQhSF9Sq3L1IGQKJreFdlJ2cZLTOM2PScBfJZ42DZqDRJvys26bjO4eNY2k3cMOHJN1wNSqnNwOYCjsVgmBRcdEotF53SN2LmvCHy7NiVCyEObzrTSc68iLrKMg6rMmqlnThhPB7Xu8pfTDgZI5ROEQvOo3jGaTS/UUpTxUoAQj4vRwgNGlRTups4okqIRkugGboJU+OKWLCoAhg8onQuTq5lkx5GbNzIB75xsGwCKoXji5BK+pBMnI72I5RC77thYpPvMprBYDgGZM4FfCvzPq5Nf4XTZpQxpTTE/9nnAjBDsh5ddqCIYtVNidNOKlTDzPpaTk/dTvdMfcLA4xEtToOkC/AlW2iTUkKuE0GuiIWKtdhkYsNbNirHAy2THnrPxnETwvnsoesUCr/K4AmESRKATILDh7QXXlPT2HvGGY4eIzYGQwGZV1/J/7PXsGDWDM6eU4Xf6+F/I+8DoFNywgsGsteqqIYFU4qpLw2xenY22GRSQoOKTTDVQqevHOkJaeMJ996LlOj21iBBPvuQY9nYw4iNSupDpf5hcusUiiBpxBckQRCsJHaiHQBrkJhyholH3stoBoPh6Dl7TiXffNepvPO0+t6yK08/hbf+/luk8bPOLTtcsQrc3Gye4jqKgj6e+1Lf7OcpT5iINVBsopk2EoG5REM9YhPtvVdcXIylPDjuD/OQWFmBGU5sxHWhDqgxzujp2PixUL4waQJ4rATKnZNKjCCkhgmBsWwMhgLi83p4/xkziAazf9d94rzZbFfT8FTM6i3rrl5Gp9IWSbC8btC+Wn01VKT39y10HIqddtLBKrw9kaG92aRiJeEAnUTck/9DI1ZWPOxhDnV6M9obLuiM8TKaK4bKFyQlQTxWolf4SBmxmQwYsTEYxpho0Mczf3sh999wVm/ZuXOruDL9Tf7beiuBqacO2q4xOIdKu7lvEMxEG14cnEhVb0ibjDdr2UQCXrqIZn+YhyJPy8abdsWGsRWbHm858YVJe0J47BSetJ6TZ6S5GSYERmwMhnFgekWkT7qDJVNLSUan8xXro1SVDp4qqrtMu0NzeGNvmeOGvZGiKgLuMprlz4qNiBCTKL708D/IYid7M5OqYSwbv6X3bIJkdCDSMSLdc4jTHyQjQXx2Ar87p5HmNql4+R6IDYx1dyJgxMZgmCCsvfkcbjhvNqfUDe5GXTRzGQDxva/0lvWEqvGVTOmNDO34i/q0i3uK8GUGT7rWg9dO0YkWKccaej8mYOfsGeWTbnqUSCf0cz3+CJYniM9JEnCFr0cAJz0djbD2U/A/1433SApCQcVGRC4XkS0isl1EbhnkvojIbe7910RkxUhtRaRCRB4XkW3ue7lb3iAiCRF5xX3dkdPm/SLyuvuM34lIVSHnbTAcC/VlYf7uyoX4vYP/b9kwcxZNqozuPX/uLcvsWIejBE/1fEIRN25YjmUDkPIVExzhB9ljJ3vFZjjLJuTkBOxM5SE2jg2//Rs4vGnkusPQc9BU/EEy3hA+J0XQdpf0ThSxwU0XduTEjIhQMLFxY6n9CLgCWAS8X0QW9at2BTDPfd0A3J5H21uAJ5VS84An3c897FBKLXNfN7p9+YB/Ay5USi0FXgNuHu35GgyFZmFdCW84MynZ+wQ89+9gpSh683941llCcfU0QkUVfCfzHnbW9M3+kfYXE7GHX2ry2mli4orNMJZNxInR6gbDTA6RoroPHfvgpf+E288eue4w9CR38wYi2N4wASfVmzohbJ8Y6QZiSS3yzgnqXVdIy+YMYLtSaqdSKg3cD6zpV2cNcI/SvACUiUjdCG3XAHe713cDV40wDnFfUTfTaAm9TqYGw+ShqijIj4MfpDEwGx77e/j+YoKxAzzgXMDsqiLCQR8/tK8mXTq7T7uO4FTKnTad+GwIfE6y12VaWUNYNo5NmCRNSqexTg2WyK0fKnf/4cCf+96Mt8KhjeRDT1QDTyCE4w0RUvHehHERFdP5hSY53XF3jsoa55EUhkKKzVRgX87nRrcsnzrDta1VSh0EcN9rcurNEpE/i8jTIvIWt04G+CvgdbTILAJ+chzzMhjGDf/U03hX/O/43anfx55+Fo94LiA26zKmlIYoCfn49MXzuOLUvq7T3VEdj422XQM73PwwJDvxOSlsX5iU8oGVgo2/hP+7qW9d1+urzaPFpmcfZTham3Jctd/8Td+bT/0z/NeVeQlFxl2y8wUiON4QpUoLXZMq09lFxyL684FXYJglxuPGySMl9ySmkGIjg5T1/69qqDr5tO3PQWCGUmo5Oo31fSJSIiJ+tNgsB+rRy2hfGnTAIjeIyHoRWd/c3DzC4wyGseeLl5/Ckqml3PhSLWds+xB/Fb+Bd50+B3DTW18yn7k1fR0EfNX6vvXMD+AHS7PBPFt3wf3vhw0/xafSKG+QNH4tNk99E165V1sf3U3w27/Bbt0DQKdfb3mmexK5te2B5i2DjjfRlg0l0+PM0IPTuAGSHX1duYfAdi0bXzCM489GSNiv3O3XZIGXnmIt8OOL4PUHCvYIOzN8grvJTiHFphGYnvN5GgOXr4aqM1zbw+5SG+57E4BSKqWUanGvNwA7gPnAMrdsh1JKAQ8Agy4gK6XuVEqtUkqtqq6uPqrJGgxjwcK6Eu77+Gp+cv0qVs+u5JoV07h0ce2wbUqnLgDAt+kX0L5H/4UOcFC/W/tfxe+kcbwh0viZ2rEBWrbpOodeg5fvhpf+E/U7/Tfa7ugyADJJV2weugl+8bFBn53q1GKz26nl8KHG7A07g9OzhNaxd8R59+Tb8QUjKF9WbA559MJGeoTYbyPSvBV+cOpAT7BUFzz8t9CyHZRdULdkIzbHzkvAPBGZJSIB4Fpgbb86a4EPuV5pq4EOd2lsuLZrgevd6+uBh0AndHMdCxCR2Wing53AfmCRm/AN4BLgzdGfrsEwdly8sJYf/cUKvvve0wj6vMPWnT6lhiZV1vs5s/clADp3bQCge/d6ilUnaV8RGfzUxreRchPxJve9jPWGXv7y7XuOw6qMtnJ96DST7IZUN2rvCzitOwddDrO7mompIPtUNb5ETk6d5s34lF42SjTvGXG+PQdN/cEwKpC13LqCOgxQvGv4qNYj8pvPQvteePPXfcv3vgh/+g+sjQ8CsL+pgGJj5Syj2SfeklrBxEYpZaG9vh5F/7g/oJTaJCI3isiNbrWH0YKwHfgx8Mnh2rptbgUuEZFtaOG41S0/D3hNRF4FfgHcqJRqVUodAP4BWCcir6EtHZP4zXDS0FAVZZea0vu5a+eLAKT2vQJAWXwPYVLsLlpOWvwAPGsvplFVkd74G3yHXiGmdJK3Z5ylzJ+u+3JSMdj7POJkdIDQQULiSKyZFlVCwl9BOJ21Ppwe6wroPDxyPhrHPdPjD0XYVXtZb3mmWG/lJjqPz7JR7bt1fzmhfgBUSu8NZQ68DkBr23GK2jA4uZZNHkuLk42CBuJUSj2MFpTcsjtyrhVwU/92Q7V1y1uAiwcp/yXwyyH6ugO4Y7B7BsOJTlHQx2FvPajNbHJmMuOQ9gqLtG6iXUUpkxgZ5eVgxRlEGrUF8Wc1H59jc36ztn6+a72Xr/r/mw2+5Xx0Vh2s06mZre2/z/6IdDRCuLzPs72JFtqkBCtcQVFOdOauXRvwqhAeFKkjI1s2jmvZBIIRiFZzcerbfNj7KLHqVXAE0t3H8eOsFHbnYXyA345rJwC/ju6w91ATMwFxozbIIFG3RwvbzoqNijUjxcMvj042TAQBg+Ek4PXS83nIPpsH7XMpTh6E7y0mmmllra23Lzeo+SydO50q2gFI1p3OnwPLAfi7zMe4lyv5cPoLxOa9k7CbN8dJxUhue5o299xNvHn3gOcG0610ecuxQpVEVLzXmyt1eAvbVT37VRWqfd+Adn1Y+2lOe+NbAARCEc6bX80ONZWvWB+lpFpbNpnu4dNeD0uyA5/KsMNxvfgSWeGKd7cDEMro98FSPIwWTs4yWqKjqWDPGS+M2BgMJwFtUy/kM5mbeaPiEn7rvRhmnceTchY/867hTWc6v7LfwlvmZp1iyueu5uW6azkz+UPusy/mry6Yyx+c5bxlfi2hiD6P4022EGndzCP26QB0HR7oWh3OtBH3l6MirtdYXO95+Dr2sp9aDlJFILZ/QLs+7H0BAEcJoWCYBVOK+eEHlrOgtpj5DdMAsI/HQcCNL7dV9fTVos8k7X4WJ9n3bJKngCF6HCtr2cTbTjyxMflsDIaTgEsX1dKRyLByZjk3PfIxvr+riO2Jbt5/xnSu+NO/snJmOaURP50qTIkkWDanDssbYt32Nj53yXxuunAuU8vDvHNZPZat6FQR6pvW4cHmWc/pXKOe1cthR7bBn/8bLv4aiIdiu51MtAJvsRayTFcz/uI6SlKH6I6sxrY6KUq+OOzY450tRACPKIIB7Qzx9qX1vH1pPYc6knSpMCp+7HspqY5DBIH9/pngvESsrYmSfS/Aw18gMO1dfer67AKKTY5TQKL9xMs+asTGYDgJuHTxFC5dPIXGtjiv7+/AcRT1ZWFuOG8OT29pZs0y7dX1ltS/4cHh2ellrGoo59LFtSys01Go37tKn0bwexQPOcu5Ov5HAMrmn83+rffgaW+El34CL94Oi6+G8ln4sbDCVQTd/YdYy0HKiqrwYZEpng6pVoo7O/ShzJzzM70ohS/d3vsx6Ou7GFMW8XOE6Ij5eoaj68h+gkCibB60QryjiZJEE6AIxRr71PVZhRMblbOMluk68c75GbExGE4ippVH+NEHVvQp++MtF/Ved6D3X3qSvfUITS4ej/BbuYCr+SO7nVrOPe0UDm6toqF7P5mdjfgBtesZwD2dHa0iXO6KTdshSkuKdQypsgYkFoBO9FJW+cyBA84kCJAN36IjTmUJ+b10UETgOMQm0aYPm3prF0ErpDqa2ddykOlAJNH3IGrAKaRlk11GSydPjHhvuRixMRhOcnJ/wJ//0kU4eYQZ8809nz3bf8xzziIunlnOi/46Vsb/iK9bH76MbXmK0PanSKgwnVPOZlql3nxPdR6m65CHEiBcOxtpUXAAMh2H8A8mNomRl8dinhKiOdbP0ZLpOERGeamYvgjehHTXEewOvbdUnDrUp27AKVxYnFwHgUxy7NI3jBXGQcBgMPRSVxpmatkgy1n9uHrlTN6R/mfujNxAbUmIP5avIeAkEBTbnKlE9z6Fb9fv+Z71bsKV0ygrLSel/NhdzXQf3oGjhPK6WYTK9ZmdrtbBY+Om8/AyS/hKCFp5JlBTSofpycHpbuIIpcybWqH3f2IteN04cAHV91R/qJDpsHMsG2csYr2NMUZsDAbDUXPhghoCReWcNltbLFbNUn7N+XSrMN+x3oMCnqi8jvu4nJUzy6kqCnFYlSFdB7BbdnOQCqZVlRGp0HtFiZbBxSbmWhhP2Mv5Xubdg9ZJ+UtHTKGgK3bBHefCbctg9x97i72xJo6oEuZWF2s37kQrvky2v54Drc2qlBCJgkWYVq6DQKcKI/3TPKy/C35y2SCtJg9mGc1gMBw1AZ+HBz95DkXu3s41K6fy4Zc/QjVXo0qnsyK2jPb9AT55wRxmVUVRSrGRWmZ170U8XvaoGk4rj9CdcJfXOg4O+pxExxHKge9b72GTauBzg9SxAqUUxbu0CMhgMXxdtj+RTand/CY0nKPnkmym3VPOkrCPPVJCNNlKICez6cvOPIKSYa+q5d3edTpQqT802BOOC2XrvaluwnjsfhbUwddg3wtgpcEXGPVnjwXGsjEYDMfE9IoI5VH9w3f2nCrOWziVJm8NN180j3YrwNtOrePTF88D9L5Qs6+OkkQjpbFdNPqmEw54qS4tolUV4XQOfq4k5UYGaFdRFtQOni7bCZXjxdGWyzA43VkPr7aD7lKa41Ce2k9HoBYRodtTQiDdTtjO9nWYCt6b/hqbRUfP7o2aPdq4y2gxInjsvpZNvCdRXWzyeqkZy8ZgMIwK333PMnYc6Wb59DJWzixnfm1RH+eDWGQ6Rd2PA9BR1ADohHB7VBm++OBik+nSYnPHxy/m1DnTB63TEyJHPfmPyKqPQm3/hMCavfv20gA0qirsQzspBziyhYgTY19kCQAJXynhzMHeLKAAvnAJYkFJaRl0gZXswhetzOvf5GjosWwSEiHo9BWbPQePsBBQ3YeR0v5pwSYHxrIxGAyjQmnEz4oZ5YgIC6YUD3BTtssaeq+dyvmAdl1u85TjTwweTdmOt2EpDyWl5YPeB/BGKwCQl34MG346ZL1MZxNtqoh9Tg2+bjdqgRudoKViGQCxYDWl1hFCZH/sI8VlPPG581k0Uy/5JeN5OiMcLe6eTdoTwttvGc3jnu9JtE3eJMNGbAwGw5jgr86mqw7XZ62Pbl854fQQXmeJNtopoiwSHLJfX1HWysgcHjyJG4DEj9CiSmj2Vveen0nsfI4jqoQpDXo8sfA0nfkzB+WPMqe6CF9YL+OlYgUSGydDWnmxvUF8Tl8vuB7x6R7CkWIyYMTGYDCMCSX1ev+mW4WYMm1Ob3kiWEWxNXhsM0m206miFIeGXvEPFWfFJnFw6FRVvmQr7VJCMlJHaeYI2BbOnhfZ4MxnZYO2jtIlgyzVBbXIeEP6wGuqQJaNsjNY+HC8IXz9ltH8tnaFTrUN7kgxGTBiYzAYxoT62lpaVRE7VD1zczb7rXAVIZWEe9YMOMTpS7fT5SnC4xnayyxYVtN7XZJuGtJRIJRupdtXTqZoGh4caN9DNLaHLTSwuL5U18mxvo4oHT1Bglpk/CE95ky8m0IgTgYLL44niL/f+R6/e5jU6jw0WNNJgREbg8EwJsyoiPBr+yx+p85iekU2SVl7+Wm0UwQ7/wBvPATP/gC6dCDKQKaTuHdgyJxcisrreF/qK3wm/Uld0LJ90HoRq52EvxxPubZe1N7nAfBWzCDgxlwrq5uNo7SwNSodPNQT0s8PuKkVMsnhvd6OFXEyZPBhe4P4VV/LJtBzmLR78kaDNmJjMBjGhIpogG97P85TldfizbFU4vWrWZb8D7r81ajffwOe+Br84V9AKYozzSR8pcP2Wxrx86JayCbVAIDVNMi+jWNT5HRihSoIVc4AILldx28rq8su6U2tKuMgekltP9pi8oV0SoVgRIuOVSCxwba0ZeMLZSMXHHodDvyZgCs+vsTkdX02YmMwGMYEEWHFzHLOnFXRp3xOdRQQfpNYgrjnSNQrP4edT1Fut7Izctqw/daXhvjsW+dz9UXnYikPnfs2DawUb8WDwg5XUlQ3l4zyIjt/D0CkpqG32ozKSK9F0xnSLsY+V2RCRfrdThZoGU1lsMWH8gYJ4IrNY1+Bh79AUGnLJpQa3GtvMmDExmAwjBn3fPQMvv7OxX3KLls8hee/dBEv+FYCcK91sQ7d8qsbANhVfvawfYoIn3nrPN6ycCr7VDWpw9sG1FE9hyGj1dRVlLJLTSGUaMJRQlltNgBoScjPIY+OUB0v0fs3viKd+C0cKdZLbMnCOAiIoy0b5QvrSNeOrQ+QxpoJot2iizLHkSRunDFiYzAYxpT+529EhLrSMPa8y/lC5gb+yfog93EFxJp5zZnFzIY5Q/TUl9nVRexVtXjbB2YMjbnJyPzF1cysjPRm5WymlPrKsj51d0RX8LrTwIFpb+P69BfxVs0FIBoMcITSIQ+gHi/iWNqy8bmhcKwUh9s6sNq1u3OrKiKsEjr3zyTEiI3BYJgQXHBKHf9rX8CquXX8S/Iatnrn8oB9ARedUptX+6KgjyZ/PcXxRh0nLZOEZAcA8VbtxRUsraU45OdQoAGA/aqK+rK+cc6217+Dd6T/hfqqUp52TiMa0G7X4YCXQ6qcUKIwWTQ9TgYbH+LGXVOZBJlkHJ+7f9OsynTFQoXLKTBGbAwGw4Tg8iVT+PDZDfzbtcs5e+FMLo39I8+UrXH3dPIjVjSTsNMN8VZ45Avw44vAcZDd60gqP8EqvWSWKNcRDJo81RSH/H36mF1VRMjv4bLFtVy1rJ7Z7vMDPg/NUkkoURj3Y1EWtnjBtWwyqXgfF+hW9J6RUygHhQJjxMZgMEwIioI+vv7OxVQVBfmnqxZTEvJx+ZIpA5bdhkP1hMRp3anTCLRsh62/o3z7g6y1z6a8XB8A9U/REQO6g1MG9HHD+bP5xY1nM608wg+uXU7I7+291xWooShdGI8wj6MdBDxueuxUP7Hp8umxJ2IdBXl+oTFiYzAYJhx1pWGe/sKF/M0lC46qXbBGRylIN74MrTt04f/9FT47wT32JdSWaKuhasZCnrCXs6v8nAF9lIT8LJk6uLt1KlxL1OkqyFKWx7FwJLuMlknEe12eARIB7cWX7C5QuJwCU1CxEZHLRWSLiGwXkVsGuS8icpt7/zURWTFSWxGpEJHHRWSb+17uljeISEJEXnFfd+S0CYjInSKyVUQ2i8g1hZy3wWA4fsqjgd7DlvlSNnUujhIyr/0KgF1OLSrZwX9630fZnDOoLtYx1ubVlfOXmS/QVXfWUfVvF+tkb3QOEzYmHYPffFYv5R0FHmVhix9PQFs2mVQCPzmpokPaKy6VMGLTBxHxAj8CrgAWAe8Xkf6xv68A5rmvG4Db82h7C/CkUmoe8KT7uYcdSqll7uvGnPIvA01Kqfluf0+P3kwNBsNEYUZNBQepIHpQR3O+Lv13/GXZj/lGbA0fPCvr4jyvtojikI+FdcNHJ+iPr0yLjd2xf+hK+17UmTV3rTuqvr1KWzbeHrFJxnpdngFUVJ//ycTNMlp/zgC2K6V2KqXSwP3Amn511gD3KM0LQJmI1I3Qdg1wt3t9N3BVHmP5KPBNAKWUo5SavCejDAbDkMyojPAz6629n1v9U3jyUIQzGiq4+JRsDLVIwMezX7yI964aIkfOEAQrdP2upr0Db+54Cr41Gw7pbKAq3go7fg9te/Lq26NsbPH2io0db+9zX4r1+DOJwhwqLTSFTJ42FdiX87kRODOPOlNHaFurlDoIoJQ6KCI1OfVmicifgU7g75VSz4hImXvvn0TkAmAHcLNSaoD/oojcgLawmDFjRn6zNBgME4aSkJ/7g++GFMQI8cPrlnOoM8l7V03H5+37t3Vp2D9EL8P0X6N/F+JH9lDW/+ah1yHeQmzTI0SBA7vfZOpvP6vvffD/YM6Fw/btVRbK48cX1HHjVL+gpIFSnU/HShhvtP4M5kKi8qyTT9v+HARmKKWWA58D7hORErSgTgP+qJRaATwPfGewDpRSdyqlVimlVlVXV4/wOIPBMBE5Z141/89ew932ZVx0Sg1/ceZM/N7R+amrrqigQ0XItA9cRutu03+/hg6tB8DTvDl7c/1PRuzb4y6j+Xotm75iEy7XYuOMkP56olJIy6YRyLVRpwH9M/8MVScwTNvDIlLnWjV1QBOAUioFOr2eUmqDiOwA5gMbgDjwoNv+f4GPHd/UDAbDROVfrzmVQx0JppaFj8ptOh/qSkMcUFVEOxoH3DtwcD/zAa+b+CzaocPmdHjLKd73JzxKwTDj8ZHB8fjwh7RlY8f6ik1JRQ2W8qBS5lBnf14C5onILBEJANcCa/vVWQt8yPVKWw10uEtkw7VdC1zvXl8PPAQgItWuYwEiMhvtdLBTKaWAXwMXuG0uBt4Y9dkaDIYJQSTg44FPnMX337ds1PuuiAY4QDWh2EDLxpPo631WktIea79JrcDTfRg69g1ok4tX2agcsXES7b33HCVUlpYQIzRkvp6JTsHERillATcDjwJvAg8opTaJyI0i0uMp9jCwE9gO/Bj45HBt3Ta3ApeIyDbgEvczwHnAayLyKvAL4EalVM+3/0Xg6yLyGvBB4G8KNG2DwTABEJFRt2p6+m0P1FKcGhhFwJ9qG6QFPOqs0hf7/jRs3z17Nn53z0aS7b334gSpKg5qsZmk4WoKuYyGUuphtKDklt2Rc62Am/Jt65a3oK2T/uW/BH45RF970GJkMBgMx0UiUk+4MwaJdgiX9ZYH0wPFxlIePLPPI77vB/j3vID/1HcP2a8PGyV+gmEtNt6UdnF2lJAgQHnQRwshPJnJKTYmgoDBYDAcBU6Ju53cb1ksaneQUTq0zT5HOxi1UMLFi6fxJ+cU7C2P6QChQ+DFQnl8hAIhHCX4M/rw5mHKiRHB5/WQkAhey4iNwWAwnPD4KvTh0EzrHi0eSoFjE3W6eM5ZTEr5eN7RZ9CPqFIuWTSFJ5wVhLr2wJGtQ/eLjfL6CAa8JAkQyOi9mW9l3sc/uDsPKU8IrxUv8AwLgxEbg8FgOAqitQ0AdB3aCY/8LfzX2yDRjgfFU84yFqfuYrNH58Bp85QzpTTEtrJzdePNv82+3/8XfSwdHxZ4/IR8XpL4CdvastnhncWbgaUAZDwRArYRG4PBYDjhqa6ZRlL5yex/HV6+B/Y8h2rTCdtUuAILH0UVOgdPt08Hz1y6aBGvO7OxNz2kO1n/U9j8m6yl49h4UeDx4/EIMcIUO3rPZl59NQvrigFI+yL4jdgYDAbDic/Uigj7VA1VO38FVhJQZLY+AcCyBXP5xlVLmN+gIw0kgzp45lsX1rLWXo330CvQ9CZqzx91Zz3vto6Bprw6qkEnxXhxAPj4RYv46UfOAMDyRgg5BczUuen/4L5rC5IN1IiNwWAwHAV1pWG+Zn2YpK+E7Z4GANTWxwGIltdw3eqZBEt1FC0rrMVm5cxy1gXOw0Hgkb9FMto6yex8Rre39UFQ8WgH4U5Pce/zAqFw77XtjxJUBRSb5i2w9RHwBka9ayM2BoPBcBQEfB52FK1gje923hH/KnucGoJuiJqwKzKB6jm87MzlSOVKAHxeD6ctXsSLagnsWoeNh6fs07B3/RGUwrLc6M6uZZPwZvPpBNxzNwCOL0qYFDj24INLdkDyOFIQpLvAFwaPd+S6R4kRG4PBYDhKrjy1ju1tNrYvwqtqDgC2EqIVWmxKS8t4V/ofsWpP622zZtlUbkrdxPpZN/IvmffzmLOKUOIwHHoNK+1m5HQtilQgR2xyLBsCborsoQ52/uKjsPZTxzyvN/ccpMUKEE9bx9zHUBT0UKfBYDCciHz17YtYObOcaMDHj35+NU2qlnWZBXy9RItEbYlO0ja1PCsUq2dX4i2u5kM7LiRu28wpSpOx7sb/yn1YKz8JgLiWjRUogzhklJdgMNjbhwoW6YtkO4QGycXTsqPPQdOjRaVjdKsg5T5j2RgMBsO4IyK8fWk9F55SQ3D6aXwj9V7WOadREdWWSV1pmAc/eTZvX1rf28brEb54+Sl4PUJDZYRLVi7kcXsl6rUHsJM6R4149d//TrgcgBR+gjnZSjvKTgUgs+3JQcdldTeT7Dq6DKG5eDMxkoTweEY/1I8RG4PBYDgOLllYS0nIxxVLpvTJkbN8RvmA1AbvXjmNl778Vn776bdwyaIa/tt+K5JoJfzkl3UFdxlNwtplur/YxCsXs9OZAq//auBArBS+TDfp2OAx2vLBa8VIeCIjVzwGjNgYDAbDcfDhc2bx2tcv4/brVuYV/DPk9xIN+lgxo5zDFWfw68g1BPc8BYAT0EtjEq0EIEWgT58VRUF+7ZyFb9+zsO7bfV2UYzoBcdTp7hsWZ+uj8M/1EGsZcWw+K07aEx6x3rFgxMZgMBjGARHhmpXT+OvWq3j2zDt4T+qrNE/R8YIDxdplOi19XZDPm1fN/zhv5UBkEfz+G7DlEdj4S+g6jIo1AejzOemc1NG//EvIxCA3mdsQ+O04aWPZGAwGw4nFdatnMrWimI8/V85L6hR87sZ8qESLTYa+qavLowEWzJvPX1hfRXl8sO0x7YG24ack2puyFZMd7nsnpFxX6NTILtFBJ07GZ8TGYDAYTihKw35uv24F86cUc+asCpZP144BkTIdNTojwQFtrlo+ld0dFjtUPc5GNwFx+15iblpqACvmOgls/V1v2eFD/RMlDyToJLALJDbG9dlgMBjGkcX1pTx00zl9ykpKK7GUh8wgJ/nfeVo9Kcth40PTmOvdC0D7wR0k/bN66yQ6WymuB5qySYmTHU39uxpASCWx/dFjnMnwGMvGYDAYJhjl0QDtFGHJQLEREd6zchq7vVlxcdr3kenKikmiSzsDxA7vYLdTS0r5sLuPDP9QK4UfC+UzYmMwGAwnBaURP0dUKWnv4EtaIkK8fGHv5+J0E3RnxSbVpd2f44d3sFfV0EYxTnwEbzQ3KkHvwdFRxoiNwWAwTDCCPi9f4a/4RelHhqzjm76CNlXE4/ZK/CpDtGMrjcp1LHDP2kTi+zkgNbSqEjyJ4cVGuQ4EEjBiYzAYDCcNByILaQ3PHPL+jGnTWZ66k5/bFwJQ2/UGexydR8eKtUKqm6jVTjw6jQ4pwZ/sd9izdRe07+39mIrpzKBiLBuDwWA4eVg9u5Kl08qGvH9KnT4A2u6f0lvWLBV0qggq2QHtewCwiqcT95USzLRnGysFd10GPzgVnv42AMm4dpf2hbLpDUYTIzYGg8EwAfnue0/js5fMH/L+kvoSbrpwDlecu6q37Iniq+gkAol2VKvOHuqpnEXSX0bEateV4q3QdQi6XVfpl+8BIBXTy2jekLFsDAaDweDi83r4wmWnsGT2DJpUGb+xzyRefRqdKoo33Uns8E4AojWzyQTLiTjdOqTN9xfDYzoW2+6ai6FjL7TtJh3Xy2j+yCDRpEeBgoqNiFwuIltEZLuI3DLIfRGR29z7r4nIipHaikiFiDwuItvc93K3vEFEEiLyivu6Y5DnrRWRjYWar8FgMIw108rDnJ26jZszn+aUKcXEPMX40h2k9r1Miyqmdko9TqgCDwp2rYNMHLVRB/K8pfEs3cmuZ8gktGUTiEyyZTQR8QI/Aq4AFgHvF5FF/apdAcxzXzcAt+fR9hbgSaXUPOBJ93MPO5RSy9zXjf3G8y6gG4PBYDiBqC0JYeEDhE+cP4c2XxWVyT1EG9fxrHMq0yui4Ab2ZLdOQy0omlUJ61lEiyrB2bUOy01zEJiEls0ZwHal1E6lVBq4H1jTr84a4B6leQEoE5G6EdquAe52r+8GrhppICJSBHwO+MZxzslgMBgmFAGfh09fNJd7P3YmpWE/L0QupNjuIJRqYZ29lGnlETxFbvibLY/3ttviTOcj58ziZWce6X0vYyf0Mlo4WlaQcRZSbKYC+3I+N7pl+dQZrm2tUuoggPtek1Nvloj8WUSeFpG35JT/E/BdID7cgEXkBhFZLyLrm5ubh52cwWAwTBQ+d+kCzp2nz9hsLzmDZo8Wl/2VqwkHvKRqVxBXQfxd+9jiTANgq5rOdatnsl3V4+/YDcl2HCWEI5MvgsBgiR1UnnXyadufg8AMpdRytBVzn4iUiMgyYK5S6sER2qOUulMptUoptaq6unqk6gaDwTDhWDi1nG+nr+F++2KWLFgAQGlpKU84ekv8OWcxn0h/lkeKr2FmZZTOoll4lUVZ62t0ECUa8g/X/TFTSLFpBKbnfJ4G9A87OlSd4doedpfacN+bAJRSKaVUi3u9AdgBzAfOAlaKyG7gWWC+iPzhOOdmMBgME5L3rprOA9Z53JL5GOfN1380Ty2LsNY+G9AWzaPO6ZTXzQYgWKsFaUrbel53ZhENegsyrkKKzUvAPBGZJSIB4Fpgbb86a4EPuV5pq4EOd2lsuLZrgevd6+uBhwBEpNp1LEBEZqOdDnYqpW5XStUrpRqAc4GtSqkLCjNlg8FgGF/mVBdxxqwKgj4PZ8zS6aUX15ewpfgsvpz5KM0N76A07GfFTJ3OIFx3CqCdBl5WCwh4CyMLBUsxoJSyRORm4FHAC9yllNokIje69+8AHgauBLaj91M+Mlxbt+tbgQdE5GPAXuA9bvl5wD+KiAXYwI1KqdZCzc9gMBgmKt9816k0tiUI+bWV4vEIV542jf9Y91ZunlHHtz8wi6KQ/vmfVj+VI6qEKulkR3hJXqmtj4WC5rNRSj2MFpTcsjtyrhVwU75t3fIW4OJByn8J/HKE8ewGluQxdIPBYJi0zKkuYk5130gAa5ZN5cfP7GT5jDLKo9nUBbOro+xQ9ZTThX/G6QUbk0meZjAYDCcBi+pLeP5LF1NT3Df756yqKN9yTqdRqlkyq7/D8OhhxMZgMBhOEmpLQgPKQn4vjxW/i7vaEqxtKC/Ys01sNIPBYDjJmV1dRNjvZWFdYaIHgLFsDAaD4aTnE+fN5oolU/AXyBMNjNgYDAbDSc85c6s4p8DPMMtoBoPBYCg4RmwMBoPBUHCM2BgMBoOh4BixMRgMBkPBMWJjMBgMhoJjxMZgMBgMBceIjcFgMBgKjhEbg8FgMBQc0YGXDf0RkWZgzzE2rwKOjOJwJgon6rzgxJ2bmdfkY7LPbaZSakCqYyM2BUBE1iulVo33OEabE3VecOLOzcxr8nGizs0soxkMBoOh4BixMRgMBkPBMWJTGO4c7wEUiBN1XnDizs3Ma/JxQs7N7NkYDAaDoeAYy8ZgMBgMBceIjcFgMBgKjhGbUURELheRLSKyXURuGe/xHC8isltEXheRV0RkvVtWISKPi8g2971wSctHCRG5S0SaRGRjTtmQ8xCRL7nf4RYRuWx8Rp0fQ8zt6yKy3/3eXhGRK3PuTYq5ich0EXlKRN4UkU0i8hm3fFJ/b8PMa9J/ZyOilDKvUXgBXmAHMBsIAK8Ci8Z7XMc5p91AVb+ybwG3uNe3AP863uPMYx7nASuAjSPNA1jkfndBYJb7nXrHew5HObevA58fpO6kmRtQB6xwr4uBre74J/X3Nsy8Jv13NtLLWDajxxnAdqXUTqVUGrgfWDPOYyoEa4C73eu7gavGbyj5oZRaB7T2Kx5qHmuA+5VSKaXULmA7+rudkAwxt6GYNHNTSh1USr3sXncBbwJTmeTf2zDzGopJMa98MGIzekwF9uV8bmT4/4gmAwp4TEQ2iMgNblmtUuog6P9xgJpxG93xMdQ8TpTv8WYRec1dZutZapqUcxORBmA58CIn0PfWb15wAn1ng2HEZvSQQcomu1/5OUqpFcAVwE0ict54D2gMOBG+x9uBOcAy4CDwXbd80s1NRIqAXwJ/rZTqHK7qIGUTdm6DzOuE+c6GwojN6NEITM/5PA04ME5jGRWUUgfc9ybgQbT5flhE6gDc96bxG+FxMdQ8Jv33qJQ6rJSylVIO8GOyyy6Tam4i4kf/IP9MKfUrt3jSf2+DzetE+c6Gw4jN6PESME9EZolIALgWWDvOYzpmRCQqIsU918ClwEb0nK53q10PPDQ+IzxuhprHWuBaEQmKyCxgHvCncRjfMdPzY+xyNfp7g0k0NxER4CfAm0qp7+XcmtTf21DzOhG+sxEZbw+FE+kFXIn2LtkBfHm8x3Occ5mN9oJ5FdjUMx+gEngS2Oa+V4z3WPOYy8/RSxMZ9F+KHxtuHsCX3e9wC3DFeI//GOb238DrwGvoH6u6yTY34Fz0ctFrwCvu68rJ/r0NM69J/52N9DLhagwGg8FQcMwymsFgMBgKjhEbg8FgMBQcIzYGg8FgKDhGbAwGg8FQcIzYGAwGg6HgGLExGE4QROQCEfnNeI/DYBgMIzYGg8FgKDhGbAyGMUZErhORP7l5S/5DRLwi0i0i3xWRl0XkSRGpdusuE5EX3ACND/YEaBSRuSLyhIi86raZ43ZfJCK/EJHNIvIz98Q6InKriLzh9vOdcZq64STGiI3BMIaIyELgfeggp8sAG/gLIAq8rHTg06eBr7lN7gG+qJRaij5h3lP+M+BHSqnTgLPRUQRARxH+a3QelNnAOSJSgQ6Bstjt5xuFnKPBMBhGbAyGseViYCXwkoi84n6eDTjA/7h17gXOFZFSoEwp9bRbfjdwnhuzbqpS6kEApVRSKRV36/xJKdWodEDHV4AGoBNIAv8pIu8CeuoaDGOGERuDYWwR4G6l1DL3tUAp9fVB6g0XR2qwsPM9pHKubcCnlLLQUYR/iU429rujG7LBcPwYsTEYxpYngXeLSA2AiFSIyEz0/4vvdut8AHhWKdUBtInIW9zyDwJPK53/pFFErnL7CIpIZKgHurlTSpVSD6OX2JaN+qwMhhHwjfcADIaTCaXUGyLy9+gMqB50tOabgBiwWEQ2AB3ofR3QYfTvcMVkJ/ARt/yDwH+IyD+6fbxnmMcWAw+JSAhtFX12lKdlMIyIifpsMEwARKRbKVU03uMwGAqFWUYzGAwGQ8Exlo3BYDAYCo6xbAwGg8FQcIzYGAwGg6HgGLExGAwGQ8ExYmMwGAyGgmPExmAwGAwF5/8D9VsIZD6QsVgAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch:300/400 error_train:1.0985410100532482 error_test:1.0985428169597333\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch:320/400 error_train:1.0985209953717758 error_test:1.0985229465351154\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch:340/400 error_train:1.0985214136650232 error_test:1.0985235203750574\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch:360/400 error_train:1.0985030953073722 error_test:1.09850534082919\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch:380/400 error_train:1.0985060051200386 error_test:1.098508461241856\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#4.小批次学习\n",
    "epoch = 400 #循环多少次\n",
    "interval=20#间隔显示图片\n",
    "batch_size=5#批次与计算交叉熵\n",
    "n_batch=n_train//batch_size\n",
    "for i in range(epoch):\n",
    "    forward_propagation(input_train)\n",
    "    error_train=get_error(correct_train,n_train)\n",
    "    forward_propagation(input_test)\n",
    "    error_test=get_error(correct_test,n_test)\n",
    "    train_error_x.append(i)\n",
    "    train_error_y.append(error_train)\n",
    "    test_error_x.append(i)\n",
    "    test_error_y.append(error_test)\n",
    "    index_random=np.arange(n_train)#随机梯度下降法n_data\n",
    "    np.random.shuffle(index_random)\n",
    "    # tb_index=index_random[j*batch_size:(j+1)*batch_size]\n",
    "    # print(index_random)\n",
    "    if i % interval==0:\n",
    "        print(\"epoch:\"+str(i)+\"/\"+str(epoch),\n",
    "              \"error_train:\"+str(error_train),\n",
    "              \"error_test:\"+str(error_test))\n",
    "    for j in range(n_batch):\n",
    "        tb_index = index_random[j * batch_size:(j+1)*batch_size]\n",
    "        # print(tb_index)\n",
    "        x=input_train[tb_index,:]\n",
    "        t=correct_train[tb_index,:]\n",
    "        forward_propagation(x)\n",
    "        backward_propagation(t)\n",
    "        update_wb()\n",
    "    if i % interval ==0:\n",
    "        plt.plot(train_error_x,train_error_y,label=\"train\")\n",
    "        plt.plot(test_error_x,test_error_y,label=\"test\")\n",
    "        plt.legend()\n",
    "        plt.xlabel(\"epochs\")\n",
    "        plt.ylabel(\"error\")\n",
    "        plt.show()\n",
    "            "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "#5.统计正确率\n",
    "# test_error_y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "4905652b14e4b7eb92899b78ac499a22c488804455b27940a322fd82aaf71031"
  },
  "kernelspec": {
   "display_name": "Python 3.8.8 ('base')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
